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SearchFacesByImageCommand
For a given input image, first detects the largest face in the image, and then searches the specified collection for matching faces. The operation compares the features of the input face with faces in the specified collection.
To search for all faces in an input image, you might first call the IndexFaces operation, and then use the face IDs returned in subsequent calls to the SearchFaces operation.
You can also call the DetectFaces
operation and use the bounding boxes in the response to make face crops, which then you can pass in to the SearchFacesByImage
operation.
You pass the input image either as base64-encoded image bytes or as a reference to an image in an Amazon S3 bucket. If you use the AWS CLI to call Amazon Rekognition operations, passing image bytes is not supported. The image must be either a PNG or JPEG formatted file.
The response returns an array of faces that match, ordered by similarity score with the highest similarity first. More specifically, it is an array of metadata for each face match found. Along with the metadata, the response also includes a similarity
indicating how similar the face is to the input face. In the response, the operation also returns the bounding box (and a confidence level that the bounding box contains a face) of the face that Amazon Rekognition used for the input image.
If no faces are detected in the input image, SearchFacesByImage
returns an InvalidParameterException
error.
For an example, Searching for a Face Using an Image in the Amazon Rekognition Developer Guide.
The QualityFilter
input parameter allows you to filter out detected faces that don’t meet a required quality bar. The quality bar is based on a variety of common use cases. Use QualityFilter
to set the quality bar for filtering by specifying LOW
, MEDIUM
, or HIGH
. If you do not want to filter detected faces, specify NONE
. The default value is NONE
.
To use quality filtering, you need a collection associated with version 3 of the face model or higher. To get the version of the face model associated with a collection, call DescribeCollection.
This operation requires permissions to perform the rekognition:SearchFacesByImage
action.
Example Syntax
Use a bare-bones client and the command you need to make an API call.
import { RekognitionClient, SearchFacesByImageCommand } from "@aws-sdk/client-rekognition"; // ES Modules import
// const { RekognitionClient, SearchFacesByImageCommand } = require("@aws-sdk/client-rekognition"); // CommonJS import
const client = new RekognitionClient(config);
const input = { // SearchFacesByImageRequest
CollectionId: "STRING_VALUE", // required
Image: { // Image
Bytes: new Uint8Array(), // e.g. Buffer.from("") or new TextEncoder().encode("")
S3Object: { // S3Object
Bucket: "STRING_VALUE",
Name: "STRING_VALUE",
Version: "STRING_VALUE",
},
},
MaxFaces: Number("int"),
FaceMatchThreshold: Number("float"),
QualityFilter: "NONE" || "AUTO" || "LOW" || "MEDIUM" || "HIGH",
};
const command = new SearchFacesByImageCommand(input);
const response = await client.send(command);
// { // SearchFacesByImageResponse
// SearchedFaceBoundingBox: { // BoundingBox
// Width: Number("float"),
// Height: Number("float"),
// Left: Number("float"),
// Top: Number("float"),
// },
// SearchedFaceConfidence: Number("float"),
// FaceMatches: [ // FaceMatchList
// { // FaceMatch
// Similarity: Number("float"),
// Face: { // Face
// FaceId: "STRING_VALUE",
// BoundingBox: {
// Width: Number("float"),
// Height: Number("float"),
// Left: Number("float"),
// Top: Number("float"),
// },
// ImageId: "STRING_VALUE",
// ExternalImageId: "STRING_VALUE",
// Confidence: Number("float"),
// IndexFacesModelVersion: "STRING_VALUE",
// UserId: "STRING_VALUE",
// },
// },
// ],
// FaceModelVersion: "STRING_VALUE",
// };
Example Usage
SearchFacesByImageCommand Input
Parameter | Type | Description |
---|
Parameter | Type | Description |
---|---|---|
CollectionId Required | string | undefined | ID of the collection to search. |
Image Required | Image | undefined | The input image as base64-encoded bytes or an S3 object. If you use the AWS CLI to call Amazon Rekognition operations, passing base64-encoded image bytes is not supported. If you are using an AWS SDK to call Amazon Rekognition, you might not need to base64-encode image bytes passed using the |
FaceMatchThreshold | number | undefined | (Optional) Specifies the minimum confidence in the face match to return. For example, don't return any matches where confidence in matches is less than 70%. The default value is 80%. |
MaxFaces | number | undefined | Maximum number of faces to return. The operation returns the maximum number of faces with the highest confidence in the match. |
QualityFilter | QualityFilter | undefined | A filter that specifies a quality bar for how much filtering is done to identify faces. Filtered faces aren't searched for in the collection. If you specify To use quality filtering, the collection you are using must be associated with version 3 of the face model or higher. |
SearchFacesByImageCommand Output
Parameter | Type | Description |
---|
Parameter | Type | Description |
---|---|---|
$metadata Required | ResponseMetadata | Metadata pertaining to this request. |
FaceMatches | FaceMatch[] | undefined | An array of faces that match the input face, along with the confidence in the match. |
FaceModelVersion | string | undefined | Version number of the face detection model associated with the input collection ( |
SearchedFaceBoundingBox | BoundingBox | undefined | The bounding box around the face in the input image that Amazon Rekognition used for the search. |
SearchedFaceConfidence | number | undefined | The level of confidence that the |
Throws
Name | Fault | Details |
---|
Name | Fault | Details |
---|---|---|
AccessDeniedException | client | You are not authorized to perform the action. |
ImageTooLargeException | client | The input image size exceeds the allowed limit. If you are calling DetectProtectiveEquipment, the image size or resolution exceeds the allowed limit. For more information, see Guidelines and quotas in Amazon Rekognition in the Amazon Rekognition Developer Guide. |
InternalServerError | server | Amazon Rekognition experienced a service issue. Try your call again. |
InvalidImageFormatException | client | The provided image format is not supported. |
InvalidParameterException | client | Input parameter violated a constraint. Validate your parameter before calling the API operation again. |
InvalidS3ObjectException | client | Amazon Rekognition is unable to access the S3 object specified in the request. |
ProvisionedThroughputExceededException | client | The number of requests exceeded your throughput limit. If you want to increase this limit, contact Amazon Rekognition. |
ResourceNotFoundException | client | The resource specified in the request cannot be found. |
ThrottlingException | server | Amazon Rekognition is temporarily unable to process the request. Try your call again. |
RekognitionServiceException | Base exception class for all service exceptions from Rekognition service. |