mmdeploy/demo/csrc/image_classification.cpp

47 lines
1.2 KiB
C++

#include <fstream>
#include <opencv2/highgui/highgui.hpp>
#include <string>
#include "classifier.h"
int main(int argc, char *argv[]) {
if (argc != 4) {
fprintf(stderr, "usage:\n image_classification device_name model_path image_path\n");
return 1;
}
auto device_name = argv[1];
auto model_path = argv[2];
auto image_path = argv[3];
cv::Mat img = cv::imread(image_path);
if (!img.data) {
fprintf(stderr, "failed to load image: %s\n", image_path);
return 1;
}
mm_handle_t classifier{};
int status{};
status = mmdeploy_classifier_create_by_path(model_path, device_name, 0, &classifier);
if (status != MM_SUCCESS) {
fprintf(stderr, "failed to create classifier, code: %d\n", (int)status);
return 1;
}
mm_mat_t mat{img.data, img.rows, img.cols, 3, MM_BGR, MM_INT8};
mm_class_t *res{};
int *res_count{};
status = mmdeploy_classifier_apply(classifier, &mat, 1, &res, &res_count);
if (status != MM_SUCCESS) {
fprintf(stderr, "failed to apply classifier, code: %d\n", (int)status);
return 1;
}
fprintf(stderr, "label: %d, score: %.4f\n", res->label_id, res->score);
mmdeploy_classifier_release_result(res, res_count, 1);
mmdeploy_classifier_destroy(classifier);
return 0;
}