Files
insightface/cpp-package/inspireface/cpp/sample/api/sample_face_comparison.c
2025-05-22 16:07:26 +08:00

166 lines
5.3 KiB
C

/**
* Created by Jingyu Yan
* @date 2024-10-01
*/
#include <stdio.h>
#include <stdlib.h>
#include <string.h>
#include <inspireface.h>
#define NUM_IMAGES 2
int main(int argc, char* argv[]) {
HResult ret;
const char* packPath;
const char* imgPath1;
const char* imgPath2;
HOption option;
HFSession session;
HFFaceFeature features[NUM_IMAGES];
const char* imgPaths[NUM_IMAGES];
int i;
HFloat similarity;
HFloat recommended_cosine_threshold;
HFloat percentage;
/* Check whether the number of parameters is correct */
if (argc != 4) {
HFLogPrint(HF_LOG_ERROR, "Usage: %s <pack_path> <img1_path> <img2_path>", argv[0]);
return 1;
}
packPath = argv[1];
imgPath1 = argv[2];
imgPath2 = argv[3];
/* Initialize features array to NULL */
memset(features, 0, sizeof(features));
/* Allocate memory for feature vectors */
for (i = 0; i < NUM_IMAGES; i++) {
ret = HFCreateFaceFeature(&features[i]);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Create face feature error: %d", ret);
goto cleanup;
}
}
/* Set the image path array */
imgPaths[0] = imgPath1;
imgPaths[1] = imgPath2;
HFLogPrint(HF_LOG_INFO, "Pack file Path: %s", packPath);
HFLogPrint(HF_LOG_INFO, "Source file Path 1: %s", imgPath1);
HFLogPrint(HF_LOG_INFO, "Source file Path 2: %s", imgPath2);
/* The resource file must be loaded before it can be used */
ret = HFLaunchInspireFace(packPath);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Load Resource error: %d", ret);
goto cleanup;
}
/* Create a session for face recognition */
option = HF_ENABLE_FACE_RECOGNITION;
ret = HFCreateInspireFaceSessionOptional(option, HF_DETECT_MODE_ALWAYS_DETECT, 1, -1, -1, &session);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Create session error: %d", ret);
goto cleanup;
}
/* Process two images */
for (i = 0; i < NUM_IMAGES; i++) {
HFImageBitmap imageBitmap = {0};
HFImageStream stream;
HFMultipleFaceData multipleFaceData = {0};
ret = HFCreateImageBitmapFromFilePath(imgPaths[i], 3, &imageBitmap);
if (ret != HSUCCEED) {
HFReleaseImageBitmap(imageBitmap);
HFLogPrint(HF_LOG_ERROR, "Create image bitmap error: %d", ret);
goto cleanup;
}
ret = HFCreateImageStreamFromImageBitmap(imageBitmap, HF_CAMERA_ROTATION_0, &stream);
if (ret != HSUCCEED) {
HFReleaseImageStream(stream);
HFReleaseImageBitmap(imageBitmap);
HFLogPrint(HF_LOG_ERROR, "Create stream error: %d", ret);
goto cleanup;
}
ret = HFExecuteFaceTrack(session, stream, &multipleFaceData);
if (ret != HSUCCEED) {
HFReleaseImageStream(stream);
HFReleaseImageBitmap(imageBitmap);
HFLogPrint(HF_LOG_ERROR, "Run face track error: %d", ret);
goto cleanup;
}
if (multipleFaceData.detectedNum == 0) {
HFReleaseImageStream(stream);
HFReleaseImageBitmap(imageBitmap);
HFLogPrint(HF_LOG_ERROR, "No face was detected: %s", imgPaths[i]);
goto cleanup;
}
ret = HFFaceFeatureExtractTo(session, stream, multipleFaceData.tokens[0], features[i]);
if (ret != HSUCCEED) {
HFReleaseImageStream(stream);
HFReleaseImageBitmap(imageBitmap);
HFLogPrint(HF_LOG_ERROR, "Extract feature error: %d", ret);
goto cleanup;
}
HFReleaseImageStream(stream);
HFReleaseImageBitmap(imageBitmap);
}
HFFaceFeature feature1 = features[0];
HFFaceFeature feature2 = features[1];
/* Run comparison */
ret = HFFaceComparison(feature1, feature2, &similarity);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Feature comparison error: %d", ret);
goto cleanup;
}
ret = HFGetRecommendedCosineThreshold(&recommended_cosine_threshold);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Get recommended cosine threshold error: %d", ret);
goto cleanup;
}
if (similarity > recommended_cosine_threshold) {
HFLogPrint(HF_LOG_INFO, "%.3f > %.3f ✓ Same face", similarity, recommended_cosine_threshold);
} else {
HFLogPrint(HF_LOG_WARN, "%.3f < %.3f ✗ Different face", similarity, recommended_cosine_threshold);
}
HFLogPrint(HF_LOG_INFO, "Similarity score: %.3f", similarity);
ret = HFCosineSimilarityConvertToPercentage(similarity, &percentage);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Convert similarity to percentage error: %d", ret);
goto cleanup;
}
HFLogPrint(HF_LOG_INFO, "Percentage similarity: %f", percentage);
/* Clean up resources */
ret = HFReleaseInspireFaceSession(session);
if (ret != HSUCCEED) {
HFLogPrint(HF_LOG_ERROR, "Release session error: %d", ret);
}
cleanup:
/* Release the feature vector memory */
for (i = 0; i < NUM_IMAGES; i++) {
if (features[i].data != NULL) { // Only release features that were successfully created
HFReleaseFaceFeature(&features[i]);
}
}
HFDeBugShowResourceStatistics();
return ret;
}