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Contoh Amazon Rekognition menggunakan AWS CLI - AWS Command Line Interface
Tindakan

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Contoh Amazon Rekognition menggunakan AWS CLI

Contoh kode berikut menunjukkan cara melakukan tindakan dan menerapkan skenario umum dengan menggunakan AWS Command Line Interface dengan Amazon Rekognition.

Tindakan merupakan kutipan kode dari program yang lebih besar dan harus dijalankan dalam konteks. Sementara tindakan menunjukkan cara memanggil fungsi layanan individual, Anda dapat melihat tindakan dalam konteks dalam skenario terkait.

Setiap contoh menyertakan tautan ke kode sumber lengkap, di mana Anda dapat menemukan instruksi tentang cara mengatur dan menjalankan kode dalam konteks.

Tindakan

Contoh kode berikut menunjukkan cara menggunakancompare-faces.

Untuk informasi selengkapnya, lihat Membandingkan wajah dalam gambar.

AWS CLI

Untuk membandingkan wajah dalam dua gambar

Per compare-faces intah berikut membandingkan wajah dalam dua gambar yang disimpan dalam bucket Amazon S3.

aws rekognition compare-faces \
    --source-image '{"S3Object":{"Bucket":"MyImageS3Bucket","Name":"source.jpg"}}' \
    --target-image '{"S3Object":{"Bucket":"MyImageS3Bucket","Name":"target.jpg"}}'

Output:

{
    "UnmatchedFaces": [],
    "FaceMatches": [
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.12368916720151901,
                    "Top": 0.16007372736930847,
                    "Left": 0.5901257991790771,
                    "Height": 0.25140416622161865
                },
                "Confidence": 100.0,
                "Pose": {
                    "Yaw": -3.7351467609405518,
                    "Roll": -0.10309021919965744,
                    "Pitch": 0.8637830018997192
                },
                "Quality": {
                    "Sharpness": 95.51618957519531,
                    "Brightness": 65.29893493652344
                },
                "Landmarks": [
                    {
                        "Y": 0.26721030473709106,
                        "X": 0.6204193830490112,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.26831310987472534,
                        "X": 0.6776827573776245,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.3514654338359833,
                        "X": 0.6241428852081299,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.35258132219314575,
                        "X": 0.6713621020317078,
                        "Type": "mouthRight"
                    },
                    {
                        "Y": 0.3140771687030792,
                        "X": 0.6428444981575012,
                        "Type": "nose"
                    }
                ]
            },
            "Similarity": 100.0
        }
    ],
    "SourceImageFace": {
        "BoundingBox": {
            "Width": 0.12368916720151901,
            "Top": 0.16007372736930847,
            "Left": 0.5901257991790771,
            "Height": 0.25140416622161865
        },
        "Confidence": 100.0
    }
}

Untuk informasi selengkapnya, lihat Membandingkan Wajah dalam Gambar di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat CompareFaces di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakancreate-collection.

Untuk informasi selengkapnya, lihat Membuat koleksi.

AWS CLI

Untuk membuat koleksi

Per create-collection intah berikut membuat koleksi dengan nama yang ditentukan.

aws rekognition create-collection \
    --collection-id "MyCollection"

Output:

{
    "CollectionArn": "aws:rekognition:us-west-2:123456789012:collection/MyCollection",
    "FaceModelVersion": "4.0",
    "StatusCode": 200
}

Untuk informasi selengkapnya, lihat Membuat Koleksi di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakancreate-stream-processor.

AWS CLI

Untuk membuat prosesor aliran baru

create-stream-processorContoh berikut membuat prosesor aliran baru dengan konfigurasi yang ditentukan.

aws rekognition create-stream-processor --name my-stream-processor\
    --input '{"KinesisVideoStream":{"Arn":"arn:aws:kinesisvideo:us-west-2:123456789012:stream/macwebcam/1530559711205"}}'\
    --stream-processor-output '{"KinesisDataStream":{"Arn":"arn:aws:kinesis:us-west-2:123456789012:stream/AmazonRekognitionRekStream"}}'\
    --role-arn arn:aws:iam::123456789012:role/AmazonRekognitionDetect\
    --settings '{"FaceSearch":{"CollectionId":"MyCollection","FaceMatchThreshold":85.5}}'

Output:

{
    "StreamProcessorArn": "arn:aws:rekognition:us-west-2:123456789012:streamprocessor/my-stream-processor"
}

Untuk informasi selengkapnya, lihat Bekerja dengan Streaming Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakandelete-collection.

Untuk informasi selengkapnya, lihat Menghapus koleksi.

AWS CLI

Untuk menghapus koleksi

Per delete-collection intah berikut menghapus koleksi yang ditentukan.

aws rekognition delete-collection \
    --collection-id MyCollection

Output:

{
    "StatusCode": 200
}

Untuk informasi selengkapnya, lihat Menghapus Koleksi di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakandelete-faces.

Untuk informasi selengkapnya, lihat Menghapus wajah dari koleksi.

AWS CLI

Untuk menghapus wajah dari koleksi

Per delete-faces intah berikut menghapus wajah yang ditentukan dari koleksi.

aws rekognition delete-faces \
    --collection-id MyCollection
    --face-ids '["0040279c-0178-436e-b70a-e61b074e96b0"]'

Output:

{
    "DeletedFaces": [
        "0040279c-0178-436e-b70a-e61b074e96b0"
    ]
}

Untuk informasi selengkapnya, lihat Menghapus Wajah dari Koleksi di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat DeleteFaces di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakandelete-stream-processor.

AWS CLI

Untuk menghapus prosesor aliran

Per delete-stream-processor intah berikut menghapus prosesor aliran yang ditentukan.

aws rekognition delete-stream-processor \
    --name my-stream-processor

Perintah ini tidak menghasilkan output.

Untuk informasi selengkapnya, lihat Bekerja dengan Streaming Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakandescribe-collection.

Untuk informasi selengkapnya, lihat Men jelaskan koleksi.

AWS CLI

Untuk mendeskripsikan koleksi

describe-collectionContoh berikut menampilkan rincian tentang koleksi yang ditentukan.

aws rekognition describe-collection \
    --collection-id MyCollection

Output:

{
    "FaceCount": 200,
    "CreationTimestamp": 1569444828.274,
    "CollectionARN": "arn:aws:rekognition:us-west-2:123456789012:collection/MyCollection",
    "FaceModelVersion": "4.0"
}

Untuk informasi selengkapnya, lihat Menjelaskan Koleksi di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakandescribe-stream-processor.

AWS CLI

Untuk mendapatkan informasi tentang prosesor aliran

Per describe-stream-processor intah berikut menampilkan detail tentang prosesor aliran yang ditentukan.

aws rekognition describe-stream-processor \
    --name my-stream-processor

Output:

{
    "Status": "STOPPED",
    "Name": "my-stream-processor",
    "LastUpdateTimestamp": 1532449292.712,
    "Settings": {
        "FaceSearch": {
            "FaceMatchThreshold": 80.0,
            "CollectionId": "my-collection"
        }
    },
    "RoleArn": "arn:aws:iam::123456789012:role/AmazonRekognitionDetectStream",
    "StreamProcessorArn": "arn:aws:rekognition:us-west-2:123456789012:streamprocessor/my-stream-processpr",
    "Output": {
        "KinesisDataStream": {
            "Arn": "arn:aws:kinesis:us-west-2:123456789012:stream/AmazonRekognitionRekStream"
        }
    },
    "Input": {
        "KinesisVideoStream": {
            "Arn": "arn:aws:kinesisvideo:us-west-2:123456789012:stream/macwebcam/123456789012"
        }
    },
    "CreationTimestamp": 1532449292.712
}

Untuk informasi selengkapnya, lihat Bekerja dengan Streaming Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakandetect-faces.

Untuk informasi selengkapnya, lihat Men deteksi wajah dalam gambar.

AWS CLI

Untuk mendeteksi wajah dalam gambar

Per detect-faces intah berikut mendeteksi wajah dalam gambar tertentu yang disimpan dalam bucket Amazon S3.

aws rekognition detect-faces \
    --image '{"S3Object":{"Bucket":"MyImageS3Bucket","Name":"MyFriend.jpg"}}' \
    --attributes "ALL"

Output:

{
    "FaceDetails": [
        {
            "Confidence": 100.0,
            "Eyeglasses": {
                "Confidence": 98.91107940673828,
                "Value": false
            },
            "Sunglasses": {
                "Confidence": 99.7966537475586,
                "Value": false
            },
            "Gender": {
                "Confidence": 99.56611633300781,
                "Value": "Male"
            },
            "Landmarks": [
                {
                    "Y": 0.26721030473709106,
                    "X": 0.6204193830490112,
                    "Type": "eyeLeft"
                },
                {
                    "Y": 0.26831310987472534,
                    "X": 0.6776827573776245,
                    "Type": "eyeRight"
                },
                {
                    "Y": 0.3514654338359833,
                    "X": 0.6241428852081299,
                    "Type": "mouthLeft"
                },
                {
                    "Y": 0.35258132219314575,
                    "X": 0.6713621020317078,
                    "Type": "mouthRight"
                },
                {
                    "Y": 0.3140771687030792,
                    "X": 0.6428444981575012,
                    "Type": "nose"
                },
                {
                    "Y": 0.24662546813488007,
                    "X": 0.6001564860343933,
                    "Type": "leftEyeBrowLeft"
                },
                {
                    "Y": 0.24326619505882263,
                    "X": 0.6303644776344299,
                    "Type": "leftEyeBrowRight"
                },
                {
                    "Y": 0.23818562924861908,
                    "X": 0.6146903038024902,
                    "Type": "leftEyeBrowUp"
                },
                {
                    "Y": 0.24373626708984375,
                    "X": 0.6640064716339111,
                    "Type": "rightEyeBrowLeft"
                },
                {
                    "Y": 0.24877218902111053,
                    "X": 0.7025929093360901,
                    "Type": "rightEyeBrowRight"
                },
                {
                    "Y": 0.23938551545143127,
                    "X": 0.6823262572288513,
                    "Type": "rightEyeBrowUp"
                },
                {
                    "Y": 0.265746533870697,
                    "X": 0.6112898588180542,
                    "Type": "leftEyeLeft"
                },
                {
                    "Y": 0.2676128149032593,
                    "X": 0.6317071914672852,
                    "Type": "leftEyeRight"
                },
                {
                    "Y": 0.262735515832901,
                    "X": 0.6201658248901367,
                    "Type": "leftEyeUp"
                },
                {
                    "Y": 0.27025148272514343,
                    "X": 0.6206279993057251,
                    "Type": "leftEyeDown"
                },
                {
                    "Y": 0.268223375082016,
                    "X": 0.6658390760421753,
                    "Type": "rightEyeLeft"
                },
                {
                    "Y": 0.2672517001628876,
                    "X": 0.687832236289978,
                    "Type": "rightEyeRight"
                },
                {
                    "Y": 0.26383838057518005,
                    "X": 0.6769183874130249,
                    "Type": "rightEyeUp"
                },
                {
                    "Y": 0.27138751745224,
                    "X": 0.676596462726593,
                    "Type": "rightEyeDown"
                },
                {
                    "Y": 0.32283174991607666,
                    "X": 0.6350004076957703,
                    "Type": "noseLeft"
                },
                {
                    "Y": 0.3219289481639862,
                    "X": 0.6567046642303467,
                    "Type": "noseRight"
                },
                {
                    "Y": 0.3420318365097046,
                    "X": 0.6450609564781189,
                    "Type": "mouthUp"
                },
                {
                    "Y": 0.3664324879646301,
                    "X": 0.6455618143081665,
                    "Type": "mouthDown"
                },
                {
                    "Y": 0.26721030473709106,
                    "X": 0.6204193830490112,
                    "Type": "leftPupil"
                },
                {
                    "Y": 0.26831310987472534,
                    "X": 0.6776827573776245,
                    "Type": "rightPupil"
                },
                {
                    "Y": 0.26343393325805664,
                    "X": 0.5946047306060791,
                    "Type": "upperJawlineLeft"
                },
                {
                    "Y": 0.3543180525302887,
                    "X": 0.6044883728027344,
                    "Type": "midJawlineLeft"
                },
                {
                    "Y": 0.4084877669811249,
                    "X": 0.6477024555206299,
                    "Type": "chinBottom"
                },
                {
                    "Y": 0.3562754988670349,
                    "X": 0.707981526851654,
                    "Type": "midJawlineRight"
                },
                {
                    "Y": 0.26580461859703064,
                    "X": 0.7234612107276917,
                    "Type": "upperJawlineRight"
                }
            ],
            "Pose": {
                "Yaw": -3.7351467609405518,
                "Roll": -0.10309021919965744,
                "Pitch": 0.8637830018997192
            },
            "Emotions": [
                {
                    "Confidence": 8.74203109741211,
                    "Type": "SURPRISED"
                },
                {
                    "Confidence": 2.501944065093994,
                    "Type": "ANGRY"
                },
                {
                    "Confidence": 0.7378743290901184,
                    "Type": "DISGUSTED"
                },
                {
                    "Confidence": 3.5296201705932617,
                    "Type": "HAPPY"
                },
                {
                    "Confidence": 1.7162904739379883,
                    "Type": "SAD"
                },
                {
                    "Confidence": 9.518536567687988,
                    "Type": "CONFUSED"
                },
                {
                    "Confidence": 0.45474427938461304,
                    "Type": "FEAR"
                },
                {
                    "Confidence": 72.79895782470703,
                    "Type": "CALM"
                }
            ],
            "AgeRange": {
                "High": 48,
                "Low": 32
            },
            "EyesOpen": {
                "Confidence": 98.93987274169922,
                "Value": true
            },
            "BoundingBox": {
                "Width": 0.12368916720151901,
                "Top": 0.16007372736930847,
                "Left": 0.5901257991790771,
                "Height": 0.25140416622161865
            },
            "Smile": {
                "Confidence": 93.4493179321289,
                "Value": false
            },
            "MouthOpen": {
                "Confidence": 90.53053283691406,
                "Value": false
            },
            "Quality": {
                "Sharpness": 95.51618957519531,
                "Brightness": 65.29893493652344
            },
            "Mustache": {
                "Confidence": 89.85221099853516,
                "Value": false
            },
            "Beard": {
                "Confidence": 86.1991195678711,
                "Value": true
            }
        }
    ]
}

Untuk informasi selengkapnya, lihat Mendeteksi Wajah dalam Gambar di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat DetectFaces di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakandetect-labels.

Untuk informasi selengkapnya, lihat Men deteksi label dalam gambar.

AWS CLI

Untuk mendeteksi label dalam gambar

detect-labelsContoh berikut mendeteksi adegan dan objek dalam gambar yang disimpan dalam bucket Amazon S3.

aws rekognition detect-labels \
    --image '{"S3Object":{"Bucket":"bucket","Name":"image"}}'

Output:

{
    "Labels": [
        {
            "Instances": [],
            "Confidence": 99.15271759033203,
            "Parents": [
                {
                    "Name": "Vehicle"
                },
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Automobile"
        },
        {
            "Instances": [],
            "Confidence": 99.15271759033203,
            "Parents": [
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Vehicle"
        },
        {
            "Instances": [],
            "Confidence": 99.15271759033203,
            "Parents": [],
            "Name": "Transportation"
        },
        {
            "Instances": [
                {
                    "BoundingBox": {
                        "Width": 0.10616336017847061,
                        "Top": 0.5039216876029968,
                        "Left": 0.0037978808395564556,
                        "Height": 0.18528179824352264
                    },
                    "Confidence": 99.15271759033203
                },
                {
                    "BoundingBox": {
                        "Width": 0.2429988533258438,
                        "Top": 0.5251884460449219,
                        "Left": 0.7309805154800415,
                        "Height": 0.21577216684818268
                    },
                    "Confidence": 99.1286392211914
                },
                {
                    "BoundingBox": {
                        "Width": 0.14233611524105072,
                        "Top": 0.5333095788955688,
                        "Left": 0.6494812965393066,
                        "Height": 0.15528248250484467
                    },
                    "Confidence": 98.48368072509766
                },
                {
                    "BoundingBox": {
                        "Width": 0.11086395382881165,
                        "Top": 0.5354844927787781,
                        "Left": 0.10355594009160995,
                        "Height": 0.10271988064050674
                    },
                    "Confidence": 96.45606231689453
                },
                {
                    "BoundingBox": {
                        "Width": 0.06254628300666809,
                        "Top": 0.5573825240135193,
                        "Left": 0.46083059906959534,
                        "Height": 0.053911514580249786
                    },
                    "Confidence": 93.65448760986328
                },
                {
                    "BoundingBox": {
                        "Width": 0.10105438530445099,
                        "Top": 0.534368634223938,
                        "Left": 0.5743985772132874,
                        "Height": 0.12226245552301407
                    },
                    "Confidence": 93.06217193603516
                },
                {
                    "BoundingBox": {
                        "Width": 0.056389667093753815,
                        "Top": 0.5235804319381714,
                        "Left": 0.9427769780158997,
                        "Height": 0.17163699865341187
                    },
                    "Confidence": 92.6864013671875
                },
                {
                    "BoundingBox": {
                        "Width": 0.06003860384225845,
                        "Top": 0.5441341400146484,
                        "Left": 0.22409997880458832,
                        "Height": 0.06737709045410156
                    },
                    "Confidence": 90.4227066040039
                },
                {
                    "BoundingBox": {
                        "Width": 0.02848697081208229,
                        "Top": 0.5107086896896362,
                        "Left": 0,
                        "Height": 0.19150497019290924
                    },
                    "Confidence": 86.65286254882812
                },
                {
                    "BoundingBox": {
                        "Width": 0.04067881405353546,
                        "Top": 0.5566273927688599,
                        "Left": 0.316415935754776,
                        "Height": 0.03428703173995018
                    },
                    "Confidence": 85.36471557617188
                },
                {
                    "BoundingBox": {
                        "Width": 0.043411049991846085,
                        "Top": 0.5394920110702515,
                        "Left": 0.18293385207653046,
                        "Height": 0.0893595889210701
                    },
                    "Confidence": 82.21705627441406
                },
                {
                    "BoundingBox": {
                        "Width": 0.031183116137981415,
                        "Top": 0.5579366683959961,
                        "Left": 0.2853088080883026,
                        "Height": 0.03989990055561066
                    },
                    "Confidence": 81.0157470703125
                },
                {
                    "BoundingBox": {
                        "Width": 0.031113790348172188,
                        "Top": 0.5504819750785828,
                        "Left": 0.2580395042896271,
                        "Height": 0.056484755128622055
                    },
                    "Confidence": 56.13441467285156
                },
                {
                    "BoundingBox": {
                        "Width": 0.08586374670267105,
                        "Top": 0.5438792705535889,
                        "Left": 0.5128012895584106,
                        "Height": 0.08550430089235306
                    },
                    "Confidence": 52.37760925292969
                }
            ],
            "Confidence": 99.15271759033203,
            "Parents": [
                {
                    "Name": "Vehicle"
                },
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Car"
        },
        {
            "Instances": [],
            "Confidence": 98.9914321899414,
            "Parents": [],
            "Name": "Human"
        },
        {
            "Instances": [
                {
                    "BoundingBox": {
                        "Width": 0.19360728561878204,
                        "Top": 0.35072067379951477,
                        "Left": 0.43734854459762573,
                        "Height": 0.2742200493812561
                    },
                    "Confidence": 98.9914321899414
                },
                {
                    "BoundingBox": {
                        "Width": 0.03801717236638069,
                        "Top": 0.5010883808135986,
                        "Left": 0.9155802130699158,
                        "Height": 0.06597328186035156
                    },
                    "Confidence": 85.02790832519531
                }
            ],
            "Confidence": 98.9914321899414,
            "Parents": [],
            "Name": "Person"
        },
        {
            "Instances": [],
            "Confidence": 93.24951934814453,
            "Parents": [],
            "Name": "Machine"
        },
        {
            "Instances": [
                {
                    "BoundingBox": {
                        "Width": 0.03561960905790329,
                        "Top": 0.6468243598937988,
                        "Left": 0.7850857377052307,
                        "Height": 0.08878646790981293
                    },
                    "Confidence": 93.24951934814453
                },
                {
                    "BoundingBox": {
                        "Width": 0.02217046171426773,
                        "Top": 0.6149078607559204,
                        "Left": 0.04757237061858177,
                        "Height": 0.07136218994855881
                    },
                    "Confidence": 91.5025863647461
                },
                {
                    "BoundingBox": {
                        "Width": 0.016197510063648224,
                        "Top": 0.6274210214614868,
                        "Left": 0.6472989320755005,
                        "Height": 0.04955997318029404
                    },
                    "Confidence": 85.14686584472656
                },
                {
                    "BoundingBox": {
                        "Width": 0.020207518711686134,
                        "Top": 0.6348286867141724,
                        "Left": 0.7295016646385193,
                        "Height": 0.07059963047504425
                    },
                    "Confidence": 83.34547424316406
                },
                {
                    "BoundingBox": {
                        "Width": 0.020280985161662102,
                        "Top": 0.6171894669532776,
                        "Left": 0.08744934946298599,
                        "Height": 0.05297485366463661
                    },
                    "Confidence": 79.9981460571289
                },
                {
                    "BoundingBox": {
                        "Width": 0.018318990245461464,
                        "Top": 0.623889148235321,
                        "Left": 0.6836880445480347,
                        "Height": 0.06730121374130249
                    },
                    "Confidence": 78.87144470214844
                },
                {
                    "BoundingBox": {
                        "Width": 0.021310249343514442,
                        "Top": 0.6167286038398743,
                        "Left": 0.004064912907779217,
                        "Height": 0.08317798376083374
                    },
                    "Confidence": 75.89361572265625
                },
                {
                    "BoundingBox": {
                        "Width": 0.03604431077837944,
                        "Top": 0.7030032277107239,
                        "Left": 0.9254803657531738,
                        "Height": 0.04569442570209503
                    },
                    "Confidence": 64.402587890625
                },
                {
                    "BoundingBox": {
                        "Width": 0.009834849275648594,
                        "Top": 0.5821820497512817,
                        "Left": 0.28094568848609924,
                        "Height": 0.01964157074689865
                    },
                    "Confidence": 62.79907989501953
                },
                {
                    "BoundingBox": {
                        "Width": 0.01475677452981472,
                        "Top": 0.6137543320655823,
                        "Left": 0.5950819253921509,
                        "Height": 0.039063986390829086
                    },
                    "Confidence": 59.40483474731445
                }
            ],
            "Confidence": 93.24951934814453,
            "Parents": [
                {
                    "Name": "Machine"
                }
            ],
            "Name": "Wheel"
        },
        {
            "Instances": [],
            "Confidence": 92.61514282226562,
            "Parents": [],
            "Name": "Road"
        },
        {
            "Instances": [],
            "Confidence": 92.37877655029297,
            "Parents": [
                {
                    "Name": "Person"
                }
            ],
            "Name": "Sport"
        },
        {
            "Instances": [],
            "Confidence": 92.37877655029297,
            "Parents": [
                {
                    "Name": "Person"
                }
            ],
            "Name": "Sports"
        },
        {
            "Instances": [
                {
                    "BoundingBox": {
                        "Width": 0.12326609343290329,
                        "Top": 0.6332163214683533,
                        "Left": 0.44815489649772644,
                        "Height": 0.058117982000112534
                    },
                    "Confidence": 92.37877655029297
                }
            ],
            "Confidence": 92.37877655029297,
            "Parents": [
                {
                    "Name": "Person"
                },
                {
                    "Name": "Sport"
                }
            ],
            "Name": "Skateboard"
        },
        {
            "Instances": [],
            "Confidence": 90.62931060791016,
            "Parents": [
                {
                    "Name": "Person"
                }
            ],
            "Name": "Pedestrian"
        },
        {
            "Instances": [],
            "Confidence": 88.81334686279297,
            "Parents": [],
            "Name": "Asphalt"
        },
        {
            "Instances": [],
            "Confidence": 88.81334686279297,
            "Parents": [],
            "Name": "Tarmac"
        },
        {
            "Instances": [],
            "Confidence": 88.23201751708984,
            "Parents": [],
            "Name": "Path"
        },
        {
            "Instances": [],
            "Confidence": 80.26520538330078,
            "Parents": [],
            "Name": "Urban"
        },
        {
            "Instances": [],
            "Confidence": 80.26520538330078,
            "Parents": [
                {
                    "Name": "Building"
                },
                {
                    "Name": "Urban"
                }
            ],
            "Name": "Town"
        },
        {
            "Instances": [],
            "Confidence": 80.26520538330078,
            "Parents": [],
            "Name": "Building"
        },
        {
            "Instances": [],
            "Confidence": 80.26520538330078,
            "Parents": [
                {
                    "Name": "Building"
                },
                {
                    "Name": "Urban"
                }
            ],
            "Name": "City"
        },
        {
            "Instances": [],
            "Confidence": 78.37934875488281,
            "Parents": [
                {
                    "Name": "Car"
                },
                {
                    "Name": "Vehicle"
                },
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Parking Lot"
        },
        {
            "Instances": [],
            "Confidence": 78.37934875488281,
            "Parents": [
                {
                    "Name": "Car"
                },
                {
                    "Name": "Vehicle"
                },
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Parking"
        },
        {
            "Instances": [],
            "Confidence": 74.37590026855469,
            "Parents": [
                {
                    "Name": "Building"
                },
                {
                    "Name": "Urban"
                },
                {
                    "Name": "City"
                }
            ],
            "Name": "Downtown"
        },
        {
            "Instances": [],
            "Confidence": 69.84622955322266,
            "Parents": [
                {
                    "Name": "Road"
                }
            ],
            "Name": "Intersection"
        },
        {
            "Instances": [],
            "Confidence": 57.68518829345703,
            "Parents": [
                {
                    "Name": "Sports Car"
                },
                {
                    "Name": "Car"
                },
                {
                    "Name": "Vehicle"
                },
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Coupe"
        },
        {
            "Instances": [],
            "Confidence": 57.68518829345703,
            "Parents": [
                {
                    "Name": "Car"
                },
                {
                    "Name": "Vehicle"
                },
                {
                    "Name": "Transportation"
                }
            ],
            "Name": "Sports Car"
        },
        {
            "Instances": [],
            "Confidence": 56.59492111206055,
            "Parents": [
                {
                    "Name": "Path"
                }
            ],
            "Name": "Sidewalk"
        },
        {
            "Instances": [],
            "Confidence": 56.59492111206055,
            "Parents": [
                {
                    "Name": "Path"
                }
            ],
            "Name": "Pavement"
        },
        {
            "Instances": [],
            "Confidence": 55.58770751953125,
            "Parents": [
                {
                    "Name": "Building"
                },
                {
                    "Name": "Urban"
                }
            ],
            "Name": "Neighborhood"
        }
    ],
    "LabelModelVersion": "2.0"
}

Untuk informasi selengkapnya, lihat Mendeteksi Label dalam Gambar di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat DetectLabels di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakandetect-moderation-labels.

Untuk informasi selengkapnya, lihat Men deteksi gambar yang tidak pantas.

AWS CLI

Untuk mendeteksi konten yang tidak aman dalam gambar

Per detect-moderation-labels intah berikut mendeteksi konten tidak aman dalam gambar tertentu yang disimpan dalam bucket Amazon S3.

aws rekognition detect-moderation-labels \
    --image "S3Object={Bucket=MyImageS3Bucket,Name=gun.jpg}"

Output:

{
    "ModerationModelVersion": "3.0",
    "ModerationLabels": [
        {
            "Confidence": 97.29618072509766,
            "ParentName": "Violence",
            "Name": "Weapon Violence"
        },
        {
            "Confidence": 97.29618072509766,
            "ParentName": "",
            "Name": "Violence"
        }
    ]
}

Untuk informasi selengkapnya, lihat Men deteksi Gambar Tidak Aman di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakandetect-text.

Untuk informasi selengkapnya, lihat Men deteksi teks dalam gambar.

AWS CLI

Untuk mendeteksi teks dalam gambar

Per detect-text intah berikut mendeteksi teks dalam gambar yang ditentukan.

aws rekognition detect-text \
    --image '{"S3Object":{"Bucket":"MyImageS3Bucket","Name":"ExamplePicture.jpg"}}'

Output:

{
    "TextDetections": [
        {
            "Geometry": {
                "BoundingBox": {
                    "Width": 0.24624845385551453,
                    "Top": 0.28288066387176514,
                    "Left": 0.391388863325119,
                    "Height": 0.022687450051307678
                },
                "Polygon": [
                    {
                        "Y": 0.28288066387176514,
                        "X": 0.391388863325119
                    },
                    {
                        "Y": 0.2826388478279114,
                        "X": 0.6376373171806335
                    },
                    {
                        "Y": 0.30532628297805786,
                        "X": 0.637677013874054
                    },
                    {
                        "Y": 0.305568128824234,
                        "X": 0.39142853021621704
                    }
                ]
            },
            "Confidence": 94.35709381103516,
            "DetectedText": "ESTD 1882",
            "Type": "LINE",
            "Id": 0
        },
        {
            "Geometry": {
                "BoundingBox": {
                    "Width": 0.33933889865875244,
                    "Top": 0.32603850960731506,
                    "Left": 0.34534579515457153,
                    "Height": 0.07126858830451965
                },
                "Polygon": [
                    {
                        "Y": 0.32603850960731506,
                        "X": 0.34534579515457153
                    },
                    {
                        "Y": 0.32633158564567566,
                        "X": 0.684684693813324
                    },
                    {
                        "Y": 0.3976001739501953,
                        "X": 0.684575080871582
                    },
                    {
                        "Y": 0.3973070979118347,
                        "X": 0.345236212015152
                    }
                ]
            },
            "Confidence": 99.95779418945312,
            "DetectedText": "BRAINS",
            "Type": "LINE",
            "Id": 1
        },
        {
            "Confidence": 97.22098541259766,
            "Geometry": {
                "BoundingBox": {
                    "Width": 0.061079490929841995,
                    "Top": 0.2843210697174072,
                    "Left": 0.391391396522522,
                    "Height": 0.021029088646173477
                },
                "Polygon": [
                    {
                        "Y": 0.2843210697174072,
                        "X": 0.391391396522522
                    },
                    {
                        "Y": 0.2828207015991211,
                        "X": 0.4524524509906769
                    },
                    {
                        "Y": 0.3038259446620941,
                        "X": 0.4534534513950348
                    },
                    {
                        "Y": 0.30532634258270264,
                        "X": 0.3923923969268799
                    }
                ]
            },
            "DetectedText": "ESTD",
            "ParentId": 0,
            "Type": "WORD",
            "Id": 2
        },
        {
            "Confidence": 91.49320983886719,
            "Geometry": {
                "BoundingBox": {
                    "Width": 0.07007007300853729,
                    "Top": 0.2828207015991211,
                    "Left": 0.5675675868988037,
                    "Height": 0.02250562608242035
                },
                "Polygon": [
                    {
                        "Y": 0.2828207015991211,
                        "X": 0.5675675868988037
                    },
                    {
                        "Y": 0.2828207015991211,
                        "X": 0.6376376152038574
                    },
                    {
                        "Y": 0.30532634258270264,
                        "X": 0.6376376152038574
                    },
                    {
                        "Y": 0.30532634258270264,
                        "X": 0.5675675868988037
                    }
                ]
            },
            "DetectedText": "1882",
            "ParentId": 0,
            "Type": "WORD",
            "Id": 3
        },
        {
            "Confidence": 99.95779418945312,
            "Geometry": {
                "BoundingBox": {
                    "Width": 0.33933934569358826,
                    "Top": 0.32633158564567566,
                    "Left": 0.3453453481197357,
                    "Height": 0.07127484679222107
                },
                "Polygon": [
                    {
                        "Y": 0.32633158564567566,
                        "X": 0.3453453481197357
                    },
                    {
                        "Y": 0.32633158564567566,
                        "X": 0.684684693813324
                    },
                    {
                        "Y": 0.39759939908981323,
                        "X": 0.6836836934089661
                    },
                    {
                        "Y": 0.39684921503067017,
                        "X": 0.3453453481197357
                    }
                ]
            },
            "DetectedText": "BRAINS",
            "ParentId": 1,
            "Type": "WORD",
            "Id": 4
        }
    ]
}

  • Untuk detail API, lihat DetectText di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakanget-celebrity-info.

AWS CLI

Untuk mendapatkan informasi tentang selebriti

Per get-celebrity-info intah berikut menampilkan informasi tentang selebriti yang ditentukan. idParameter berasal dari panggilan sebelumnya kerecognize-celebrities.

aws rekognition get-celebrity-info --id nnnnnnn

Output:

{
    "Name": "Celeb A",
    "Urls": [
        "www.imdb.com/name/aaaaaaaaa"
    ]
}

Untuk informasi selengkapnya, lihat Mendap atkan Informasi Tentang Selebriti di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanget-celebrity-recognition.

AWS CLI

Untuk mendapatkan hasil operasi pengenalan selebriti

Per get-celebrity-recognition intah berikut menampilkan hasil operasi pengenalan selebriti yang Anda mulai sebelumnya dengan meneleponstart-celebrity-recognition.

aws rekognition get-celebrity-recognition  \
    --job-id 1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef

Output:

{
    "NextToken": "3D01ClxlCiT31VsRDkAO3IybLb/h5AtDWSGuhYi+N1FIJwwPtAkuKzDhL2rV3GcwmNt77+12",
    "Celebrities": [
        {
            "Timestamp": 0,
            "Celebrity": {
                "Confidence": 96.0,
                "Face": {
                    "BoundingBox": {
                        "Width": 0.70333331823349,
                        "Top": 0.16750000417232513,
                        "Left": 0.19555555284023285,
                        "Height": 0.3956249952316284
                    },
                    "Landmarks": [
                        {
                            "Y": 0.31031012535095215,
                            "X": 0.441436767578125,
                            "Type": "eyeLeft"
                        },
                        {
                            "Y": 0.3081788718700409,
                            "X": 0.6437258720397949,
                            "Type": "eyeRight"
                        },
                        {
                            "Y": 0.39542075991630554,
                            "X": 0.5572493076324463,
                            "Type": "nose"
                        },
                        {
                            "Y": 0.4597957134246826,
                            "X": 0.4579732120037079,
                            "Type": "mouthLeft"
                        },
                        {
                            "Y": 0.45688048005104065,
                            "X": 0.6349081993103027,
                            "Type": "mouthRight"
                        }
                    ],
                    "Pose": {
                        "Yaw": 8.943398475646973,
                        "Roll": -2.0309247970581055,
                        "Pitch": -0.5674862861633301
                    },
                    "Quality": {
                        "Sharpness": 99.40211486816406,
                        "Brightness": 89.47132110595703
                    },
                    "Confidence": 99.99861145019531
                },
                "Name": "CelebrityA",
                "Urls": [
                    "www.imdb.com/name/111111111"
                ],
                "Id": "nnnnnn"
            }
        },
        {
            "Timestamp": 467,
            "Celebrity": {
                "Confidence": 99.0,
                "Face": {
                    "BoundingBox": {
                        "Width": 0.6877777576446533,
                        "Top": 0.18437500298023224,
                        "Left": 0.20555555820465088,
                        "Height": 0.3868750035762787
                    },
                    "Landmarks": [
                        {
                            "Y": 0.31895750761032104,
                            "X": 0.4411413371562958,
                            "Type": "eyeLeft"
                        },
                        {
                            "Y": 0.3140959143638611,
                            "X": 0.6523157954216003,
                            "Type": "eyeRight"
                        },
                        {
                            "Y": 0.4016456604003906,
                            "X": 0.5682755708694458,
                            "Type": "nose"
                        },
                        {
                            "Y": 0.46894142031669617,
                            "X": 0.4597797095775604,
                            "Type": "mouthLeft"
                        },
                        {
                            "Y": 0.46971091628074646,
                            "X": 0.6286435127258301,
                            "Type": "mouthRight"
                        }
                    ],
                    "Pose": {
                        "Yaw": 10.433465957641602,
                        "Roll": -3.347442388534546,
                        "Pitch": 1.3709543943405151
                    },
                    "Quality": {
                        "Sharpness": 99.5531005859375,
                        "Brightness": 88.5764389038086
                    },
                    "Confidence": 99.99148559570312
                },
                "Name": "Jane Celebrity",
                "Urls": [
                    "www.imdb.com/name/111111111"
                ],
                "Id": "nnnnnn"
            }
        }
    ],
    "JobStatus": "SUCCEEDED",
    "VideoMetadata": {
        "Format": "QuickTime / MOV",
        "FrameRate": 29.978118896484375,
        "Codec": "h264",
        "DurationMillis": 4570,
        "FrameHeight": 1920,
        "FrameWidth": 1080
    }
}

Untuk informasi selengkapnya, lihat Men genali Selebriti dalam Video yang Dis impan di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanget-content-moderation.

AWS CLI

Untuk mendapatkan hasil operasi konten yang tidak aman

Per get-content-moderation intah berikut menampilkan hasil operasi konten tidak aman yang Anda mulai sebelumnya dengan memanggilstart-content-moderation.

aws rekognition get-content-moderation \
    --job-id 1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef

Output:

{
    "NextToken": "dlhcKMHMzpCBGFukz6IO3JMcWiJAamCVhXHt3r6b4b5Tfbyw3q7o+Jeezt+ZpgfOnW9FCCgQ",
    "ModerationLabels": [
        {
            "Timestamp": 0,
            "ModerationLabel": {
                "Confidence": 97.39583587646484,
                "ParentName": "",
                "Name": "Violence"
            }
        },
        {
            "Timestamp": 0,
            "ModerationLabel": {
                "Confidence": 97.39583587646484,
                "ParentName": "Violence",
                "Name": "Weapon Violence"
            }
        }
    ],
    "JobStatus": "SUCCEEDED",
    "VideoMetadata": {
        "Format": "QuickTime / MOV",
        "FrameRate": 29.97515869140625,
        "Codec": "h264",
        "DurationMillis": 6039,
        "FrameHeight": 1920,
        "FrameWidth": 1080
    }
}

Untuk informasi selengkapnya, lihat Men deteksi Video Tersimpan yang Tidak A man di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanget-face-detection.

AWS CLI

Untuk mendapatkan hasil operasi deteksi wajah

Per get-face-detection intah berikut menampilkan hasil operasi deteksi wajah yang Anda mulai sebelumnya dengan memanggilstart-face-detection.

aws rekognition get-face-detection \
    --job-id 1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef

Output:

{
    "Faces": [
        {
            "Timestamp": 467,
            "Face": {
                "BoundingBox": {
                    "Width": 0.1560753583908081,
                    "Top": 0.13555361330509186,
                    "Left": -0.0952017530798912,
                    "Height": 0.6934483051300049
                },
                "Landmarks": [
                    {
                        "Y": 0.4013825058937073,
                        "X": -0.041750285774469376,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.41695496439933777,
                        "X": 0.027979329228401184,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.6375303268432617,
                        "X": -0.04034662991762161,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.6497718691825867,
                        "X": 0.013960429467260838,
                        "Type": "mouthRight"
                    },
                    {
                        "Y": 0.5238034129142761,
                        "X": 0.008022055961191654,
                        "Type": "nose"
                    }
                ],
                "Pose": {
                    "Yaw": -58.07863998413086,
                    "Roll": 1.9384294748306274,
                    "Pitch": -24.66305160522461
                },
                "Quality": {
                    "Sharpness": 83.14741516113281,
                    "Brightness": 25.75942611694336
                },
                "Confidence": 87.7622299194336
            }
        },
        {
            "Timestamp": 967,
            "Face": {
                "BoundingBox": {
                    "Width": 0.28559377789497375,
                    "Top": 0.19436298310756683,
                    "Left": 0.024553587660193443,
                    "Height": 0.7216082215309143
                },
                "Landmarks": [
                    {
                        "Y": 0.4650231599807739,
                        "X": 0.16269078850746155,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.4843238294124603,
                        "X": 0.2782580852508545,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.71530681848526,
                        "X": 0.1741468608379364,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.7310671210289001,
                        "X": 0.26857468485832214,
                        "Type": "mouthRight"
                    },
                    {
                        "Y": 0.582602322101593,
                        "X": 0.2566150426864624,
                        "Type": "nose"
                    }
                ],
                "Pose": {
                    "Yaw": 11.487052917480469,
                    "Roll": 5.074230670928955,
                    "Pitch": 15.396159172058105
                },
                "Quality": {
                    "Sharpness": 73.32209777832031,
                    "Brightness": 54.96497344970703
                },
                "Confidence": 99.99998474121094
            }
        }
    ],
    "NextToken": "OzL223pDKy9116O/02KXRqFIEAwxjy4PkgYcm3hSo0rdysbXg5Ex0eFgTGEj0ADEac6S037U",
    "JobStatus": "SUCCEEDED",
    "VideoMetadata": {
        "Format": "QuickTime / MOV",
        "FrameRate": 29.970617294311523,
        "Codec": "h264",
        "DurationMillis": 6806,
        "FrameHeight": 1080,
        "FrameWidth": 1920
    }
}

Untuk informasi selengkapnya, lihat Mendeteksi Wajah dalam Video yang Disimpan di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanget-face-search.

AWS CLI

Untuk mendapatkan hasil operasi pencarian wajah

Per get-face-search intah berikut menampilkan hasil operasi pencarian wajah yang Anda mulai sebelumnya dengan memanggilstart-face-search.

aws rekognition get-face-search  \
    --job-id 1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef

Output:

{
    "Persons": [
        {
            "Timestamp": 467,
            "FaceMatches": [],
            "Person": {
                "Index": 0,
                "Face": {
                    "BoundingBox": {
                        "Width": 0.1560753583908081,
                        "Top": 0.13555361330509186,
                        "Left": -0.0952017530798912,
                        "Height": 0.6934483051300049
                    },
                    "Landmarks": [
                        {
                            "Y": 0.4013825058937073,
                            "X": -0.041750285774469376,
                            "Type": "eyeLeft"
                        },
                        {
                            "Y": 0.41695496439933777,
                            "X": 0.027979329228401184,
                            "Type": "eyeRight"
                        },
                        {
                            "Y": 0.6375303268432617,
                            "X": -0.04034662991762161,
                            "Type": "mouthLeft"
                        },
                        {
                            "Y": 0.6497718691825867,
                            "X": 0.013960429467260838,
                            "Type": "mouthRight"
                        },
                        {
                            "Y": 0.5238034129142761,
                            "X": 0.008022055961191654,
                            "Type": "nose"
                        }
                    ],
                    "Pose": {
                        "Yaw": -58.07863998413086,
                        "Roll": 1.9384294748306274,
                        "Pitch": -24.66305160522461
                    },
                    "Quality": {
                        "Sharpness": 83.14741516113281,
                        "Brightness": 25.75942611694336
                    },
                    "Confidence": 87.7622299194336
                }
            }
        },
        {
            "Timestamp": 967,
            "FaceMatches": [
                {
                    "Face": {
                        "BoundingBox": {
                            "Width": 0.12368900328874588,
                            "Top": 0.16007399559020996,
                            "Left": 0.5901259779930115,
                            "Height": 0.2514039874076843
                        },
                        "FaceId": "056a95fa-2060-4159-9cab-7ed4daa030fa",
                        "ExternalImageId": "image3.jpg",
                        "Confidence": 100.0,
                        "ImageId": "08f8a078-8929-37fd-8e8f-aadf690e8232"
                    },
                    "Similarity": 98.44476318359375
                }
            ],
            "Person": {
                "Index": 1,
                "Face": {
                    "BoundingBox": {
                        "Width": 0.28559377789497375,
                        "Top": 0.19436298310756683,
                        "Left": 0.024553587660193443,
                        "Height": 0.7216082215309143
                    },
                    "Landmarks": [
                        {
                            "Y": 0.4650231599807739,
                            "X": 0.16269078850746155,
                            "Type": "eyeLeft"
                        },
                        {
                            "Y": 0.4843238294124603,
                            "X": 0.2782580852508545,
                            "Type": "eyeRight"
                        },
                        {
                            "Y": 0.71530681848526,
                            "X": 0.1741468608379364,
                            "Type": "mouthLeft"
                        },
                        {
                            "Y": 0.7310671210289001,
                            "X": 0.26857468485832214,
                            "Type": "mouthRight"
                        },
                        {
                            "Y": 0.582602322101593,
                            "X": 0.2566150426864624,
                            "Type": "nose"
                        }
                    ],
                    "Pose": {
                        "Yaw": 11.487052917480469,
                        "Roll": 5.074230670928955,
                        "Pitch": 15.396159172058105
                    },
                    "Quality": {
                        "Sharpness": 73.32209777832031,
                        "Brightness": 54.96497344970703
                    },
                    "Confidence": 99.99998474121094
                }
            }
        }
    ],
    "NextToken": "5bkgcezyuaqhtWk3C8OTW6cjRghrwV9XDMivm5B3MXm+Lv6G+L+GejyFHPhoNa/ldXIC4c/d",
    "JobStatus": "SUCCEEDED",
    "VideoMetadata": {
        "Format": "QuickTime / MOV",
        "FrameRate": 29.970617294311523,
        "Codec": "h264",
        "DurationMillis": 6806,
        "FrameHeight": 1080,
        "FrameWidth": 1920
    }
}

Untuk informasi selengkapnya, lihat Men cari Video Tersimpan untuk Wajah di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanget-label-detection.

AWS CLI

Untuk mendapatkan hasil operasi deteksi objek dan pemandangan

Per get-label-detection intah berikut menampilkan hasil operasi deteksi objek dan pemandangan yang Anda mulai sebelumnya dengan memanggilstart-label-detection.

aws rekognition get-label-detection  \
    --job-id 1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef

Output:

{
    "Labels": [
        {
            "Timestamp": 0,
            "Label": {
                "Instances": [],
                "Confidence": 50.19071578979492,
                "Parents": [
                    {
                        "Name": "Person"
                    },
                    {
                        "Name": "Crowd"
                    }
                ],
                "Name": "Audience"
            }
        },
        {
            "Timestamp": 0,
            "Label": {
                "Instances": [],
                "Confidence": 55.74115753173828,
                "Parents": [
                    {
                        "Name": "Room"
                    },
                    {
                        "Name": "Indoors"
                    },
                    {
                        "Name": "School"
                    }
                ],
                "Name": "Classroom"
            }
        }
    ],
    "JobStatus": "SUCCEEDED",
    "LabelModelVersion": "2.0",
    "VideoMetadata": {
        "Format": "QuickTime / MOV",
        "FrameRate": 29.970617294311523,
        "Codec": "h264",
        "DurationMillis": 6806,
        "FrameHeight": 1080,
        "FrameWidth": 1920
    },
    "NextToken": "BMugzAi4L72IERzQdbpyMQuEFBsjlo5W0Yx3mfG+sR9mm98E1/CpObenspRfs/5FBQFs4X7G"
}

Untuk informasi selengkapnya, lihat Mendeteksi Label dalam Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanget-person-tracking.

AWS CLI

Untuk mendapatkan hasil operasi jalan orang

Per get-person-tracking intah berikut menampilkan hasil operasi jalan orang yang Anda mulai sebelumnya dengan memanggilstart-person-tracking.

aws rekognition get-person-tracking  \
    --job-id 1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef

Output:

{
    "Persons": [
        {
            "Timestamp": 500,
            "Person": {
                "BoundingBox": {
                    "Width": 0.4151041805744171,
                    "Top": 0.07870370149612427,
                    "Left": 0.0,
                    "Height": 0.9212962985038757
                },
                "Index": 0
            }
        },
        {
            "Timestamp": 567,
            "Person": {
                "BoundingBox": {
                    "Width": 0.4755208194255829,
                    "Top": 0.07777778059244156,
                    "Left": 0.0,
                    "Height": 0.9194444417953491
                },
                "Index": 0
            }
        }
    ],
    "NextToken": "D/vRIYNyhG79ugdta3f+8cRg9oSRo+HigGOuxRiYpTn0ExnqTi1CJektVAc4HrAXDv25eHYk",
    "JobStatus": "SUCCEEDED",
    "VideoMetadata": {
        "Format": "QuickTime / MOV",
        "FrameRate": 29.970617294311523,
        "Codec": "h264",
        "DurationMillis": 6806,
        "FrameHeight": 1080,
        "FrameWidth": 1920
    }
}

Untuk informasi selengkapnya, lihat People Pathing di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanindex-faces.

Untuk informasi selengkapnya, lihat Men ambahkan wajah ke koleksi.

AWS CLI

Untuk menambahkan wajah ke koleksi

Per index-faces intah berikut menambahkan wajah yang ditemukan dalam gambar ke koleksi yang ditentukan.

aws rekognition index-faces \
    --image '{"S3Object":{"Bucket":"MyVideoS3Bucket","Name":"MyPicture.jpg"}}' \
    --collection-id MyCollection \
    --max-faces 1 \
    --quality-filter "AUTO" \
    --detection-attributes "ALL" \
    --external-image-id "MyPicture.jpg"

Output:

{
    "FaceRecords": [
        {
            "FaceDetail": {
                "Confidence": 99.993408203125,
                "Eyeglasses": {
                    "Confidence": 99.11750030517578,
                    "Value": false
                },
                "Sunglasses": {
                    "Confidence": 99.98249053955078,
                    "Value": false
                },
                "Gender": {
                    "Confidence": 99.92769622802734,
                    "Value": "Male"
                },
                "Landmarks": [
                    {
                        "Y": 0.26750367879867554,
                        "X": 0.6202793717384338,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.26642778515815735,
                        "X": 0.6787431836128235,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.31361380219459534,
                        "X": 0.6421601176261902,
                        "Type": "nose"
                    },
                    {
                        "Y": 0.3495299220085144,
                        "X": 0.6216195225715637,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.35194727778434753,
                        "X": 0.669899046421051,
                        "Type": "mouthRight"
                    },
                    {
                        "Y": 0.26844894886016846,
                        "X": 0.6210268139839172,
                        "Type": "leftPupil"
                    },
                    {
                        "Y": 0.26707562804222107,
                        "X": 0.6817160844802856,
                        "Type": "rightPupil"
                    },
                    {
                        "Y": 0.24834522604942322,
                        "X": 0.6018546223640442,
                        "Type": "leftEyeBrowLeft"
                    },
                    {
                        "Y": 0.24397172033786774,
                        "X": 0.6172008514404297,
                        "Type": "leftEyeBrowUp"
                    },
                    {
                        "Y": 0.24677404761314392,
                        "X": 0.6339119076728821,
                        "Type": "leftEyeBrowRight"
                    },
                    {
                        "Y": 0.24582654237747192,
                        "X": 0.6619398593902588,
                        "Type": "rightEyeBrowLeft"
                    },
                    {
                        "Y": 0.23973053693771362,
                        "X": 0.6804757118225098,
                        "Type": "rightEyeBrowUp"
                    },
                    {
                        "Y": 0.24441994726657867,
                        "X": 0.6978968977928162,
                        "Type": "rightEyeBrowRight"
                    },
                    {
                        "Y": 0.2695908546447754,
                        "X": 0.6085202693939209,
                        "Type": "leftEyeLeft"
                    },
                    {
                        "Y": 0.26716896891593933,
                        "X": 0.6315826177597046,
                        "Type": "leftEyeRight"
                    },
                    {
                        "Y": 0.26289820671081543,
                        "X": 0.6202316880226135,
                        "Type": "leftEyeUp"
                    },
                    {
                        "Y": 0.27123287320137024,
                        "X": 0.6205548048019409,
                        "Type": "leftEyeDown"
                    },
                    {
                        "Y": 0.2668408751487732,
                        "X": 0.6663622260093689,
                        "Type": "rightEyeLeft"
                    },
                    {
                        "Y": 0.26741549372673035,
                        "X": 0.6910083889961243,
                        "Type": "rightEyeRight"
                    },
                    {
                        "Y": 0.2614026665687561,
                        "X": 0.6785826086997986,
                        "Type": "rightEyeUp"
                    },
                    {
                        "Y": 0.27075251936912537,
                        "X": 0.6789616942405701,
                        "Type": "rightEyeDown"
                    },
                    {
                        "Y": 0.3211299479007721,
                        "X": 0.6324167847633362,
                        "Type": "noseLeft"
                    },
                    {
                        "Y": 0.32276326417922974,
                        "X": 0.6558475494384766,
                        "Type": "noseRight"
                    },
                    {
                        "Y": 0.34385165572166443,
                        "X": 0.6444970965385437,
                        "Type": "mouthUp"
                    },
                    {
                        "Y": 0.3671635091304779,
                        "X": 0.6459195017814636,
                        "Type": "mouthDown"
                    }
                ],
                "Pose": {
                    "Yaw": -9.54541015625,
                    "Roll": -0.5709401965141296,
                    "Pitch": 0.6045494675636292
                },
                "Emotions": [
                    {
                        "Confidence": 39.90074157714844,
                        "Type": "HAPPY"
                    },
                    {
                        "Confidence": 23.38753890991211,
                        "Type": "CALM"
                    },
                    {
                        "Confidence": 5.840933322906494,
                        "Type": "CONFUSED"
                    }
                ],
                "AgeRange": {
                    "High": 63,
                    "Low": 45
                },
                "EyesOpen": {
                    "Confidence": 99.80887603759766,
                    "Value": true
                },
                "BoundingBox": {
                    "Width": 0.18562500178813934,
                    "Top": 0.1618015021085739,
                    "Left": 0.5575000047683716,
                    "Height": 0.24770642817020416
                },
                "Smile": {
                    "Confidence": 99.69740295410156,
                    "Value": false
                },
                "MouthOpen": {
                    "Confidence": 99.97393798828125,
                    "Value": false
                },
                "Quality": {
                    "Sharpness": 95.54405975341797,
                    "Brightness": 63.867706298828125
                },
                "Mustache": {
                    "Confidence": 97.05007934570312,
                    "Value": false
                },
                "Beard": {
                    "Confidence": 87.34505462646484,
                    "Value": false
                }
            },
            "Face": {
                "BoundingBox": {
                    "Width": 0.18562500178813934,
                    "Top": 0.1618015021085739,
                    "Left": 0.5575000047683716,
                    "Height": 0.24770642817020416
                },
                "FaceId": "ce7ed422-2132-4a11-ab14-06c5c410f29f",
                "ExternalImageId": "example-image.jpg",
                "Confidence": 99.993408203125,
                "ImageId": "8d67061e-90d2-598f-9fbd-29c8497039c0"
            }
        }
    ],
    "UnindexedFaces": [],
    "FaceModelVersion": "3.0",
    "OrientationCorrection": "ROTATE_0"
}

Untuk informasi selengkapnya, lihat Menambahkan Wajah ke Koleksi di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat IndexFaces di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakanlist-collections.

Untuk informasi selengkapnya, lihat Daftar koleksi.

AWS CLI

Untuk membuat daftar koleksi yang tersedia

Per list-collections intah berikut mencantumkan koleksi yang tersedia di AWS akun.

aws rekognition list-collections

Output:

{
    "FaceModelVersions": [
        "2.0",
        "3.0",
        "3.0",
        "3.0",
        "4.0",
        "1.0",
        "3.0",
        "4.0",
        "4.0",
        "4.0"
    ],
    "CollectionIds": [
        "MyCollection1",
        "MyCollection2",
        "MyCollection3",
        "MyCollection4",
        "MyCollection5",
        "MyCollection6",
        "MyCollection7",
        "MyCollection8",
        "MyCollection9",
        "MyCollection10"
    ]
}

Untuk informasi selengkapnya, lihat Daftar Koleksi di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanlist-faces.

Untuk informasi selengkapnya, lihat Mendaftarkan wajah dalam koleksi.

AWS CLI

Untuk membuat daftar wajah dalam koleksi

Per list-faces intah berikut mencantumkan wajah dalam koleksi yang ditentukan.

aws rekognition list-faces \
    --collection-id MyCollection

Output:

{
    "FaceModelVersion": "3.0",
    "Faces": [
        {
            "BoundingBox": {
                "Width": 0.5216310024261475,
                "Top": 0.3256250023841858,
                "Left": 0.13394300639629364,
                "Height": 0.3918749988079071
            },
            "FaceId": "0040279c-0178-436e-b70a-e61b074e96b0",
            "ExternalImageId": "image1.jpg",
            "Confidence": 100.0,
            "ImageId": "f976e487-3719-5e2d-be8b-ea2724c26991"
        },
        {
            "BoundingBox": {
                "Width": 0.5074880123138428,
                "Top": 0.3774999976158142,
                "Left": 0.18302799761295319,
                "Height": 0.3812499940395355
            },
            "FaceId": "086261e8-6deb-4bc0-ac73-ab22323cc38d",
            "ExternalImageId": "image2.jpg",
            "Confidence": 99.99930572509766,
            "ImageId": "ae1593b0-a8f6-5e24-a306-abf529e276fa"
        },
        {
            "BoundingBox": {
                "Width": 0.5574039816856384,
                "Top": 0.37187498807907104,
                "Left": 0.14559100568294525,
                "Height": 0.4181250035762787
            },
            "FaceId": "11c4bd3c-19c5-4eb8-aecc-24feb93a26e1",
            "ExternalImageId": "image3.jpg",
            "Confidence": 99.99960327148438,
            "ImageId": "80739b4d-883f-5b78-97cf-5124038e26b9"
        },
        {
            "BoundingBox": {
                "Width": 0.18562500178813934,
                "Top": 0.1618019938468933,
                "Left": 0.5575000047683716,
                "Height": 0.24770599603652954
            },
            "FaceId": "13692fe4-990a-4679-b14a-5ac23d135eab",
            "ExternalImageId": "image4.jpg",
            "Confidence": 99.99340057373047,
            "ImageId": "8df18239-9ad1-5acd-a46a-6581ff98f51b"
        },
        {
            "BoundingBox": {
                "Width": 0.5307819843292236,
                "Top": 0.2862499952316284,
                "Left": 0.1564060002565384,
                "Height": 0.3987500071525574
            },
            "FaceId": "2eb5f3fd-e2a9-4b1c-a89f-afa0a518fe06",
            "ExternalImageId": "image5.jpg",
            "Confidence": 99.99970245361328,
            "ImageId": "3c314792-197d-528d-bbb6-798ed012c150"
        },
        {
            "BoundingBox": {
                "Width": 0.5773710012435913,
                "Top": 0.34437501430511475,
                "Left": 0.12396000325679779,
                "Height": 0.4337500035762787
            },
            "FaceId": "57189455-42b0-4839-a86c-abda48b13174",
            "ExternalImageId": "image6.jpg",
            "Confidence": 100.0,
            "ImageId": "0aff2f37-e7a2-5dbc-a3a3-4ef6ec18eaa0"
        },
        {
            "BoundingBox": {
                "Width": 0.5349419713020325,
                "Top": 0.29124999046325684,
                "Left": 0.16389399766921997,
                "Height": 0.40187498927116394
            },
            "FaceId": "745f7509-b1fa-44e0-8b95-367b1359638a",
            "ExternalImageId": "image7.jpg",
            "Confidence": 99.99979400634766,
            "ImageId": "67a34327-48d1-5179-b042-01e52ccfeada"
        },
        {
            "BoundingBox": {
                "Width": 0.41499999165534973,
                "Top": 0.09187500178813934,
                "Left": 0.28083300590515137,
                "Height": 0.3112500011920929
            },
            "FaceId": "8d3cfc70-4ba8-4b36-9644-90fba29c2dac",
            "ExternalImageId": "image8.jpg",
            "Confidence": 99.99769592285156,
            "ImageId": "a294da46-2cb1-5cc4-9045-61d7ca567662"
        },
        {
            "BoundingBox": {
                "Width": 0.48166701197624207,
                "Top": 0.20999999344348907,
                "Left": 0.21250000596046448,
                "Height": 0.36125001311302185
            },
            "FaceId": "bd4ceb4d-9acc-4ab7-8ef8-1c2d2ba0a66a",
            "ExternalImageId": "image9.jpg",
            "Confidence": 99.99949645996094,
            "ImageId": "5e1a7588-e5a0-5ee3-bd00-c642518dfe3a"
        },
        {
            "BoundingBox": {
                "Width": 0.18562500178813934,
                "Top": 0.1618019938468933,
                "Left": 0.5575000047683716,
                "Height": 0.24770599603652954
            },
            "FaceId": "ce7ed422-2132-4a11-ab14-06c5c410f29f",
            "ExternalImageId": "image10.jpg",
            "Confidence": 99.99340057373047,
            "ImageId": "8d67061e-90d2-598f-9fbd-29c8497039c0"
        }
    ]
}

Untuk informasi selengkapnya, lihat M endaftarkan Wajah dalam Koleksi di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat ListFaces di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakanlist-stream-processors.

AWS CLI

Untuk mencantumkan prosesor streaming di akun Anda

Per list-stream-processors intah berikut mencantumkan prosesor aliran di akun Anda dan status masing-masing.

aws rekognition list-stream-processors

Output:

{
    "StreamProcessors": [
        {
            "Status": "STOPPED",
            "Name": "my-stream-processor"
        }
    ]
}

Untuk informasi selengkapnya, lihat Bekerja dengan Streaming Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanrecognize-celebrities.

Untuk informasi selengkapnya, lihat Mengenali selebriti dalam gambar.

AWS CLI

Untuk mengenali selebriti dalam sebuah gambar

Per recognize-celebrities intah berikut mengenali selebriti dalam gambar tertentu yang disimpan dalam bucket Amazon S3. :

aws rekognition recognize-celebrities \
    --image "S3Object={Bucket=MyImageS3Bucket,Name=moviestars.jpg}"

Output:

{
    "UnrecognizedFaces": [
        {
            "BoundingBox": {
                "Width": 0.14416666328907013,
                "Top": 0.07777778059244156,
                "Left": 0.625,
                "Height": 0.2746031880378723
            },
            "Confidence": 99.9990234375,
            "Pose": {
                "Yaw": 10.80408763885498,
                "Roll": -12.761146545410156,
                "Pitch": 10.96889877319336
            },
            "Quality": {
                "Sharpness": 94.1185531616211,
                "Brightness": 79.18367004394531
            },
            "Landmarks": [
                {
                    "Y": 0.18220913410186768,
                    "X": 0.6702951788902283,
                    "Type": "eyeLeft"
                },
                {
                    "Y": 0.16337193548679352,
                    "X": 0.7188183665275574,
                    "Type": "eyeRight"
                },
                {
                    "Y": 0.20739148557186127,
                    "X": 0.7055801749229431,
                    "Type": "nose"
                },
                {
                    "Y": 0.2889308035373688,
                    "X": 0.687512218952179,
                    "Type": "mouthLeft"
                },
                {
                    "Y": 0.2706988751888275,
                    "X": 0.7250053286552429,
                    "Type": "mouthRight"
                }
            ]
        }
    ],
    "CelebrityFaces": [
        {
            "MatchConfidence": 100.0,
            "Face": {
                "BoundingBox": {
                    "Width": 0.14000000059604645,
                    "Top": 0.1190476194024086,
                    "Left": 0.82833331823349,
                    "Height": 0.2666666805744171
                },
                "Confidence": 99.99359130859375,
                "Pose": {
                    "Yaw": -10.509642601013184,
                    "Roll": -14.51749324798584,
                    "Pitch": 13.799399375915527
                },
                "Quality": {
                    "Sharpness": 78.74752044677734,
                    "Brightness": 42.201324462890625
                },
                "Landmarks": [
                    {
                        "Y": 0.2290833294391632,
                        "X": 0.8709492087364197,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.20639978349208832,
                        "X": 0.9153988361358643,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.25417643785476685,
                        "X": 0.8907724022865295,
                        "Type": "nose"
                    },
                    {
                        "Y": 0.32729196548461914,
                        "X": 0.8876466155052185,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.3115464746952057,
                        "X": 0.9238573312759399,
                        "Type": "mouthRight"
                    }
                ]
            },
            "Name": "Celeb A",
            "Urls": [
                "www.imdb.com/name/aaaaaaaaa"
            ],
            "Id": "1111111"
        },
        {
            "MatchConfidence": 97.0,
            "Face": {
                "BoundingBox": {
                    "Width": 0.13333334028720856,
                    "Top": 0.24920634925365448,
                    "Left": 0.4449999928474426,
                    "Height": 0.2539682686328888
                },
                "Confidence": 99.99979400634766,
                "Pose": {
                    "Yaw": 6.557040691375732,
                    "Roll": -7.316643714904785,
                    "Pitch": 9.272967338562012
                },
                "Quality": {
                    "Sharpness": 83.23492431640625,
                    "Brightness": 78.83267974853516
                },
                "Landmarks": [
                    {
                        "Y": 0.3625510632991791,
                        "X": 0.48898839950561523,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.35366007685661316,
                        "X": 0.5313721299171448,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.3894785940647125,
                        "X": 0.5173314809799194,
                        "Type": "nose"
                    },
                    {
                        "Y": 0.44889405369758606,
                        "X": 0.5020005702972412,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.4408611059188843,
                        "X": 0.5351271629333496,
                        "Type": "mouthRight"
                    }
                ]
            },
            "Name": "Celeb B",
            "Urls": [
                "www.imdb.com/name/bbbbbbbbb"
            ],
            "Id": "2222222"
        },
        {
            "MatchConfidence": 100.0,
            "Face": {
                "BoundingBox": {
                    "Width": 0.12416666746139526,
                    "Top": 0.2968254089355469,
                    "Left": 0.2150000035762787,
                    "Height": 0.23650793731212616
                },
                "Confidence": 99.99958801269531,
                "Pose": {
                    "Yaw": 7.801797866821289,
                    "Roll": -8.326810836791992,
                    "Pitch": 7.844768047332764
                },
                "Quality": {
                    "Sharpness": 86.93206024169922,
                    "Brightness": 79.81291198730469
                },
                "Landmarks": [
                    {
                        "Y": 0.4027804136276245,
                        "X": 0.2575301229953766,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.3934555947780609,
                        "X": 0.2956969439983368,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.4309830069541931,
                        "X": 0.2837020754814148,
                        "Type": "nose"
                    },
                    {
                        "Y": 0.48186683654785156,
                        "X": 0.26812544465065,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.47338807582855225,
                        "X": 0.29905644059181213,
                        "Type": "mouthRight"
                    }
                ]
            },
            "Name": "Celeb C",
            "Urls": [
                "www.imdb.com/name/ccccccccc"
            ],
            "Id": "3333333"
        },
        {
            "MatchConfidence": 97.0,
            "Face": {
                "BoundingBox": {
                    "Width": 0.11916666477918625,
                    "Top": 0.3698412775993347,
                    "Left": 0.008333333767950535,
                    "Height": 0.22698412835597992
                },
                "Confidence": 99.99999237060547,
                "Pose": {
                    "Yaw": 16.38478660583496,
                    "Roll": -1.0260354280471802,
                    "Pitch": 5.975185394287109
                },
                "Quality": {
                    "Sharpness": 83.23492431640625,
                    "Brightness": 61.408443450927734
                },
                "Landmarks": [
                    {
                        "Y": 0.4632347822189331,
                        "X": 0.049406956881284714,
                        "Type": "eyeLeft"
                    },
                    {
                        "Y": 0.46388113498687744,
                        "X": 0.08722897619009018,
                        "Type": "eyeRight"
                    },
                    {
                        "Y": 0.5020678639411926,
                        "X": 0.0758260041475296,
                        "Type": "nose"
                    },
                    {
                        "Y": 0.544157862663269,
                        "X": 0.054029736667871475,
                        "Type": "mouthLeft"
                    },
                    {
                        "Y": 0.5463630557060242,
                        "X": 0.08464983850717545,
                        "Type": "mouthRight"
                    }
                ]
            },
            "Name": "Celeb D",
            "Urls": [
                "www.imdb.com/name/ddddddddd"
            ],
            "Id": "4444444"
        }
    ]
}

Untuk informasi selengkapnya, lihat Men genali Selebriti dalam Gambar di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakansearch-faces-by-image.

Untuk informasi selengkapnya, lihat Men cari wajah (gambar).

AWS CLI

Untuk mencari wajah dalam koleksi yang cocok dengan wajah terbesar dalam gambar.

Per search-faces-by-image intah berikut mencari wajah dalam koleksi yang cocok dengan wajah terbesar dalam gambar yang ditentukan. :

aws rekognition search-faces-by-image \
    --image '{"S3Object":{"Bucket":"MyImageS3Bucket","Name":"ExamplePerson.jpg"}}' \
    --collection-id MyFaceImageCollection

{
    "SearchedFaceBoundingBox": {
        "Width": 0.18562500178813934,
        "Top": 0.1618015021085739,
        "Left": 0.5575000047683716,
        "Height": 0.24770642817020416
    },
    "SearchedFaceConfidence": 99.993408203125,
    "FaceMatches": [
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.18562500178813934,
                    "Top": 0.1618019938468933,
                    "Left": 0.5575000047683716,
                    "Height": 0.24770599603652954
                },
                "FaceId": "ce7ed422-2132-4a11-ab14-06c5c410f29f",
                "ExternalImageId": "example-image.jpg",
                "Confidence": 99.99340057373047,
                "ImageId": "8d67061e-90d2-598f-9fbd-29c8497039c0"
            },
            "Similarity": 99.97913360595703
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.18562500178813934,
                    "Top": 0.1618019938468933,
                    "Left": 0.5575000047683716,
                    "Height": 0.24770599603652954
                },
                "FaceId": "13692fe4-990a-4679-b14a-5ac23d135eab",
                "ExternalImageId": "image3.jpg",
                "Confidence": 99.99340057373047,
                "ImageId": "8df18239-9ad1-5acd-a46a-6581ff98f51b"
            },
            "Similarity": 99.97913360595703
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.41499999165534973,
                    "Top": 0.09187500178813934,
                    "Left": 0.28083300590515137,
                    "Height": 0.3112500011920929
                },
                "FaceId": "8d3cfc70-4ba8-4b36-9644-90fba29c2dac",
                "ExternalImageId": "image2.jpg",
                "Confidence": 99.99769592285156,
                "ImageId": "a294da46-2cb1-5cc4-9045-61d7ca567662"
            },
            "Similarity": 99.18069458007812
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.48166701197624207,
                    "Top": 0.20999999344348907,
                    "Left": 0.21250000596046448,
                    "Height": 0.36125001311302185
                },
                "FaceId": "bd4ceb4d-9acc-4ab7-8ef8-1c2d2ba0a66a",
                "ExternalImageId": "image1.jpg",
                "Confidence": 99.99949645996094,
                "ImageId": "5e1a7588-e5a0-5ee3-bd00-c642518dfe3a"
            },
            "Similarity": 98.66607666015625
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5349419713020325,
                    "Top": 0.29124999046325684,
                    "Left": 0.16389399766921997,
                    "Height": 0.40187498927116394
                },
                "FaceId": "745f7509-b1fa-44e0-8b95-367b1359638a",
                "ExternalImageId": "image9.jpg",
                "Confidence": 99.99979400634766,
                "ImageId": "67a34327-48d1-5179-b042-01e52ccfeada"
            },
            "Similarity": 98.24278259277344
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5307819843292236,
                    "Top": 0.2862499952316284,
                    "Left": 0.1564060002565384,
                    "Height": 0.3987500071525574
                },
                "FaceId": "2eb5f3fd-e2a9-4b1c-a89f-afa0a518fe06",
                "ExternalImageId": "image10.jpg",
                "Confidence": 99.99970245361328,
                "ImageId": "3c314792-197d-528d-bbb6-798ed012c150"
            },
            "Similarity": 98.10665893554688
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5074880123138428,
                    "Top": 0.3774999976158142,
                    "Left": 0.18302799761295319,
                    "Height": 0.3812499940395355
                },
                "FaceId": "086261e8-6deb-4bc0-ac73-ab22323cc38d",
                "ExternalImageId": "image6.jpg",
                "Confidence": 99.99930572509766,
                "ImageId": "ae1593b0-a8f6-5e24-a306-abf529e276fa"
            },
            "Similarity": 98.10526275634766
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5574039816856384,
                    "Top": 0.37187498807907104,
                    "Left": 0.14559100568294525,
                    "Height": 0.4181250035762787
                },
                "FaceId": "11c4bd3c-19c5-4eb8-aecc-24feb93a26e1",
                "ExternalImageId": "image5.jpg",
                "Confidence": 99.99960327148438,
                "ImageId": "80739b4d-883f-5b78-97cf-5124038e26b9"
            },
            "Similarity": 97.94659423828125
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5773710012435913,
                    "Top": 0.34437501430511475,
                    "Left": 0.12396000325679779,
                    "Height": 0.4337500035762787
                },
                "FaceId": "57189455-42b0-4839-a86c-abda48b13174",
                "ExternalImageId": "image8.jpg",
                "Confidence": 100.0,
                "ImageId": "0aff2f37-e7a2-5dbc-a3a3-4ef6ec18eaa0"
            },
            "Similarity": 97.93476867675781
        }
    ],
    "FaceModelVersion": "3.0"
}

Untuk informasi selengkapnya, lihat Men cari Wajah Menggunakan Gambar di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakansearch-faces.

Untuk informasi selengkapnya, lihat Men cari wajah (ID wajah).

AWS CLI

Untuk mencari wajah dalam koleksi yang cocok dengan ID wajah.

Per search-faces intah berikut mencari wajah dalam koleksi yang cocok dengan ID wajah yang ditentukan.

aws rekognition search-faces \
    --face-id 8d3cfc70-4ba8-4b36-9644-90fba29c2dac \
    --collection-id MyCollection

Output:

{
    "SearchedFaceId": "8d3cfc70-4ba8-4b36-9644-90fba29c2dac",
    "FaceModelVersion": "3.0",
    "FaceMatches": [
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.48166701197624207,
                    "Top": 0.20999999344348907,
                    "Left": 0.21250000596046448,
                    "Height": 0.36125001311302185
                },
                "FaceId": "bd4ceb4d-9acc-4ab7-8ef8-1c2d2ba0a66a",
                "ExternalImageId": "image1.jpg",
                "Confidence": 99.99949645996094,
                "ImageId": "5e1a7588-e5a0-5ee3-bd00-c642518dfe3a"
            },
            "Similarity": 99.30997467041016
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.18562500178813934,
                    "Top": 0.1618019938468933,
                    "Left": 0.5575000047683716,
                    "Height": 0.24770599603652954
                },
                "FaceId": "ce7ed422-2132-4a11-ab14-06c5c410f29f",
                "ExternalImageId": "example-image.jpg",
                "Confidence": 99.99340057373047,
                "ImageId": "8d67061e-90d2-598f-9fbd-29c8497039c0"
            },
            "Similarity": 99.24862670898438
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.18562500178813934,
                    "Top": 0.1618019938468933,
                    "Left": 0.5575000047683716,
                    "Height": 0.24770599603652954
                },
                "FaceId": "13692fe4-990a-4679-b14a-5ac23d135eab",
                "ExternalImageId": "image3.jpg",
                "Confidence": 99.99340057373047,
                "ImageId": "8df18239-9ad1-5acd-a46a-6581ff98f51b"
            },
            "Similarity": 99.24862670898438
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5349419713020325,
                    "Top": 0.29124999046325684,
                    "Left": 0.16389399766921997,
                    "Height": 0.40187498927116394
                },
                "FaceId": "745f7509-b1fa-44e0-8b95-367b1359638a",
                "ExternalImageId": "image9.jpg",
                "Confidence": 99.99979400634766,
                "ImageId": "67a34327-48d1-5179-b042-01e52ccfeada"
            },
            "Similarity": 96.73158264160156
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5307819843292236,
                    "Top": 0.2862499952316284,
                    "Left": 0.1564060002565384,
                    "Height": 0.3987500071525574
                },
                "FaceId": "2eb5f3fd-e2a9-4b1c-a89f-afa0a518fe06",
                "ExternalImageId": "image10.jpg",
                "Confidence": 99.99970245361328,
                "ImageId": "3c314792-197d-528d-bbb6-798ed012c150"
            },
            "Similarity": 96.48291015625
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5074880123138428,
                    "Top": 0.3774999976158142,
                    "Left": 0.18302799761295319,
                    "Height": 0.3812499940395355
                },
                "FaceId": "086261e8-6deb-4bc0-ac73-ab22323cc38d",
                "ExternalImageId": "image6.jpg",
                "Confidence": 99.99930572509766,
                "ImageId": "ae1593b0-a8f6-5e24-a306-abf529e276fa"
            },
            "Similarity": 96.43287658691406
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5574039816856384,
                    "Top": 0.37187498807907104,
                    "Left": 0.14559100568294525,
                    "Height": 0.4181250035762787
                },
                "FaceId": "11c4bd3c-19c5-4eb8-aecc-24feb93a26e1",
                "ExternalImageId": "image5.jpg",
                "Confidence": 99.99960327148438,
                "ImageId": "80739b4d-883f-5b78-97cf-5124038e26b9"
            },
            "Similarity": 95.25305938720703
        },
        {
            "Face": {
                "BoundingBox": {
                    "Width": 0.5773710012435913,
                    "Top": 0.34437501430511475,
                    "Left": 0.12396000325679779,
                    "Height": 0.4337500035762787
                },
                "FaceId": "57189455-42b0-4839-a86c-abda48b13174",
                "ExternalImageId": "image8.jpg",
                "Confidence": 100.0,
                "ImageId": "0aff2f37-e7a2-5dbc-a3a3-4ef6ec18eaa0"
            },
            "Similarity": 95.22837829589844
        }
    ]
}

Untuk informasi selengkapnya, lihat Mencari Wajah Menggunakan ID Wajahnya di Panduan Pengembang Amazon Rekognition.

  • Untuk detail API, lihat SearchFaces di Refer AWS CLI ensi Perintah.

Contoh kode berikut menunjukkan cara menggunakanstart-celebrity-recognition.

AWS CLI

Untuk memulai pengenalan selebriti dalam video yang disimpan

Per start-celebrity-recognition intah berikut memulai pekerjaan untuk mencari selebriti dalam file video tertentu yang disimpan dalam bucket Amazon S3.

aws rekognition start-celebrity-recognition \
    --video "S3Object={Bucket=MyVideoS3Bucket,Name=MyVideoFile.mpg}"

Output:

{
    "JobId": "1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef"
}

Untuk informasi selengkapnya, lihat Men genali Selebriti dalam Video yang Dis impan di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstart-content-moderation.

AWS CLI

Untuk memulai pengenalan konten yang tidak aman dalam video yang disimpan

Per start-content-moderation intah berikut memulai pekerjaan untuk mendeteksi konten tidak aman dalam file video tertentu yang disimpan dalam bucket Amazon S3.

aws rekognition start-content-moderation \
    --video "S3Object={Bucket=MyVideoS3Bucket,Name=MyVideoFile.mpg}"

Output:

{
    "JobId": "1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef"
}

Untuk informasi selengkapnya, lihat Men deteksi Video Tersimpan yang Tidak A man di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstart-face-detection.

AWS CLI

Untuk mendeteksi wajah dalam video

Per start-face-detection intah berikut memulai pekerjaan untuk mendeteksi wajah dalam file video tertentu yang disimpan dalam bucket Amazon S3.

aws rekognition start-face-detection
    --video "S3Object={Bucket=MyVideoS3Bucket,Name=MyVideoFile.mpg}"

Output:

{
    "JobId": "1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef"
}

Untuk informasi selengkapnya, lihat Mendeteksi Wajah dalam Video yang Disimpan di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstart-face-search.

AWS CLI

Untuk mencari wajah dalam koleksi yang cocok dengan wajah yang terdeteksi dalam video

Per start-face-search intah berikut memulai pekerjaan untuk mencari wajah dalam koleksi yang cocok dengan wajah yang terdeteksi dalam file video tertentu dalam bucket Amazon S3.

aws rekognition start-face-search \
    --video "S3Object={Bucket=MyVideoS3Bucket,Name=MyVideoFile.mpg}" \
    --collection-id collection

Output:

{
    "JobId": "1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef"
}

Untuk informasi selengkapnya, lihat Men cari Video Tersimpan untuk Wajah di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstart-label-detection.

AWS CLI

Untuk mendeteksi objek dan adegan dalam video

Per start-label-detection intah berikut memulai pekerjaan untuk mendeteksi objek dan adegan dalam file video tertentu yang disimpan dalam bucket Amazon S3.

aws rekognition start-label-detection \
    --video "S3Object={Bucket=MyVideoS3Bucket,Name=MyVideoFile.mpg}"

Output:

{
    "JobId": "1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef"
}

Untuk informasi selengkapnya, lihat Mendeteksi Label dalam Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstart-person-tracking.

AWS CLI

Untuk memulai penelusuran orang dalam video yang tersimpan

Per start-person-tracking intah berikut memulai pekerjaan untuk melacak jalur yang diambil orang di fiel video tertentu yang disimpan dalam bucket Amazon S3. :

aws rekognition start-person-tracking \
    --video "S3Object={Bucket=MyVideoS3Bucket,Name=MyVideoFile.mpg}"

Output:

{
    "JobId": "1234567890abcdef1234567890abcdef1234567890abcdef1234567890abcdef"
}

Untuk informasi selengkapnya, lihat People Pathing di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstart-stream-processor.

AWS CLI

Untuk memulai prosesor aliran

Per start-stream-processor intah berikut memulai prosesor aliran video yang ditentukan.

aws rekognition start-stream-processor \
    --name my-stream-processor

Perintah ini tidak menghasilkan output.

Untuk informasi selengkapnya, lihat Bekerja dengan Streaming Video di Panduan Pengembang Amazon Rekognition.

Contoh kode berikut menunjukkan cara menggunakanstop-stream-processor.

AWS CLI

Untuk menghentikan prosesor aliran yang sedang berjalan

Per stop-stream-processor intah berikut menghentikan prosesor aliran berjalan yang ditentukan.

aws rekognition stop-stream-processor \
    --name my-stream-processor

Perintah ini tidak menghasilkan output.

Untuk informasi selengkapnya, lihat Bekerja dengan Streaming Video di Panduan Pengembang Amazon Rekognition.