AWS SDK を使用して、Amazon Rekognition でイメージ内の顔とリファレンスイメージを比較します - AWSSDK コードサンプル

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AWS SDK を使用して、Amazon Rekognition でイメージ内の顔とリファレンスイメージを比較します

次のコード例は、Amazon Rekognition でイメージ内の顔とリファレンスイメージを比較する方法を示しています。



他にもありますGitHub。用例一覧を検索し、AWS コード例リポジトリでの設定と実行の方法を確認してください。

using System; using System.IO; using System.Threading.Tasks; using Amazon.Rekognition; using Amazon.Rekognition.Model; /// <summary> /// Uses the Amazon Rekognition Service to compare faces in two images. /// The example uses the AWS SDK for .NET 3.7 and .NET Core 5.0. /// </summary> public class CompareFaces { public static async Task Main() { float similarityThreshold = 70F; string sourceImage = "source.jpg"; string targetImage = "target.jpg"; var rekognitionClient = new AmazonRekognitionClient(); Amazon.Rekognition.Model.Image imageSource = new Amazon.Rekognition.Model.Image(); try { using FileStream fs = new FileStream(sourceImage, FileMode.Open, FileAccess.Read); byte[] data = new byte[fs.Length]; fs.Read(data, 0, (int)fs.Length); imageSource.Bytes = new MemoryStream(data); } catch (Exception) { Console.WriteLine($"Failed to load source image: {sourceImage}"); return; } Amazon.Rekognition.Model.Image imageTarget = new Amazon.Rekognition.Model.Image(); try { using FileStream fs = new FileStream(targetImage, FileMode.Open, FileAccess.Read); byte[] data = new byte[fs.Length]; data = new byte[fs.Length]; fs.Read(data, 0, (int)fs.Length); imageTarget.Bytes = new MemoryStream(data); } catch (Exception ex) { Console.WriteLine($"Failed to load target image: {targetImage}"); Console.WriteLine(ex.Message); return; } var compareFacesRequest = new CompareFacesRequest { SourceImage = imageSource, TargetImage = imageTarget, SimilarityThreshold = similarityThreshold, }; // Call operation var compareFacesResponse = await rekognitionClient.CompareFacesAsync(compareFacesRequest); // Display results compareFacesResponse.FaceMatches.ForEach(match => { ComparedFace face = match.Face; BoundingBox position = face.BoundingBox; Console.WriteLine($"Face at {position.Left} {position.Top} matches with {match.Similarity}% confidence."); }); Console.WriteLine($"Found {compareFacesResponse.UnmatchedFaces.Count} face(s) that did not match."); } }
  • API の詳細については、AWS SDK for .NETAPI CompareFacesリファレンスのを参照してください

SDK for Java 2.x

他にもありますGitHub。用例一覧を検索し、AWS コード例リポジトリでの設定と実行の方法を確認してください。

public static void compareTwoFaces(RekognitionClient rekClient, Float similarityThreshold, String sourceImage, String targetImage) { try { InputStream sourceStream = new FileInputStream(sourceImage); InputStream tarStream = new FileInputStream(targetImage); SdkBytes sourceBytes = SdkBytes.fromInputStream(sourceStream); SdkBytes targetBytes = SdkBytes.fromInputStream(tarStream); // Create an Image object for the source image. Image souImage = Image.builder() .bytes(sourceBytes) .build(); Image tarImage = Image.builder() .bytes(targetBytes) .build(); CompareFacesRequest facesRequest = CompareFacesRequest.builder() .sourceImage(souImage) .targetImage(tarImage) .similarityThreshold(similarityThreshold) .build(); // Compare the two images. CompareFacesResponse compareFacesResult = rekClient.compareFaces(facesRequest); List<CompareFacesMatch> faceDetails = compareFacesResult.faceMatches(); for (CompareFacesMatch match: faceDetails){ ComparedFace face= match.face(); BoundingBox position = face.boundingBox(); System.out.println("Face at " + position.left().toString() + " " + + " matches with " + face.confidence().toString() + "% confidence."); } List<ComparedFace> uncompared = compareFacesResult.unmatchedFaces(); System.out.println("There was " + uncompared.size() + " face(s) that did not match"); System.out.println("Source image rotation: " + compareFacesResult.sourceImageOrientationCorrection()); System.out.println("target image rotation: " + compareFacesResult.targetImageOrientationCorrection()); } catch(RekognitionException | FileNotFoundException e) { System.out.println("Failed to load source image " + sourceImage); System.exit(1); } }
  • API の詳細については、AWS SDK for Java 2.xAPI CompareFacesリファレンスのを参照してください

SDK for Kotlin



他にもありますGitHub。用例一覧を検索し、AWS コード例リポジトリでの設定と実行の方法を確認してください。

suspend fun compareTwoFaces(similarityThresholdVal: Float, sourceImageVal: String, targetImageVal: String) { val sourceBytes = (File(sourceImageVal).readBytes()) val targetBytes = (File(targetImageVal).readBytes()) // Create an Image object for the source image. val souImage = Image { bytes = sourceBytes } val tarImage = Image { bytes = targetBytes } val facesRequest = CompareFacesRequest { sourceImage = souImage targetImage = tarImage similarityThreshold = similarityThresholdVal } RekognitionClient { region = "us-east-1" }.use { rekClient -> val compareFacesResult = rekClient.compareFaces(facesRequest) val faceDetails = compareFacesResult.faceMatches if (faceDetails != null) { for (match: CompareFacesMatch in faceDetails) { val face = match.face val position = face?.boundingBox if (position != null) println("Face at ${position.left} ${} matches with ${face.confidence} % confidence.") } } val uncompared = compareFacesResult.unmatchedFaces if (uncompared != null) println("There was ${uncompared.size} face(s) that did not match") println("Source image rotation: ${compareFacesResult.sourceImageOrientationCorrection}") println("target image rotation: ${compareFacesResult.targetImageOrientationCorrection}") } }
  • API の詳細については、「AWSSDK for Kotlin API リファレンス」を参照してくださいCompareFaces

SDK for Python (Boto3)

他にもありますGitHub。用例一覧を検索し、AWS コード例リポジトリでの設定と実行の方法を確認してください。

class RekognitionImage: """ Encapsulates an Amazon Rekognition image. This class is a thin wrapper around parts of the Boto3 Amazon Rekognition API. """ def __init__(self, image, image_name, rekognition_client): """ Initializes the image object. :param image: Data that defines the image, either the image bytes or an Amazon S3 bucket and object key. :param image_name: The name of the image. :param rekognition_client: A Boto3 Rekognition client. """ self.image = image self.image_name = image_name self.rekognition_client = rekognition_client def compare_faces(self, target_image, similarity): """ Compares faces in the image with the largest face in the target image. :param target_image: The target image to compare against. :param similarity: Faces in the image must have a similarity value greater than this value to be included in the results. :return: A tuple. The first element is the list of faces that match the reference image. The second element is the list of faces that have a similarity value below the specified threshold. """ try: response = self.rekognition_client.compare_faces( SourceImage=self.image, TargetImage=target_image.image, SimilarityThreshold=similarity) matches = [RekognitionFace(match['Face']) for match in response['FaceMatches']] unmatches = [RekognitionFace(face) for face in response['UnmatchedFaces']] "Found %s matched faces and %s unmatched faces.", len(matches), len(unmatches)) except ClientError: logger.exception( "Couldn't match faces from %s to %s.", self.image_name, target_image.image_name) raise else: return matches, unmatches
  • API の詳細については、「AWSSDK for Python (Boto3) API リファレンス」のを参照してくださいCompareFaces