| | |
| | | args.small_object = l.small_object; |
| | | args.d = &buffer; |
| | | args.type = DETECTION_DATA; |
| | | args.threads = 8; // 64 |
| | | args.threads = 64; // 8 |
| | | |
| | | args.angle = net.angle; |
| | | args.exposure = net.exposure; |
| | |
| | | } |
| | | #endif // OPENCV |
| | | |
| | | void test_detector(char *datacfg, char *cfgfile, char *weightfile, char *filename, float thresh, int dont_show) |
| | | void test_detector(char *datacfg, char *cfgfile, char *weightfile, char *filename, float thresh, float hier_thresh, int dont_show) |
| | | { |
| | | list *options = read_data_cfg(datacfg); |
| | | char *name_list = option_find_str(options, "names", "data/names.list"); |
| | |
| | | char buff[256]; |
| | | char *input = buff; |
| | | int j; |
| | | float nms=.4; |
| | | float nms=.45; // 0.4F |
| | | while(1){ |
| | | if(filename){ |
| | | strncpy(input, filename, 256); |
| | |
| | | strtok(input, "\n"); |
| | | } |
| | | image im = load_image_color(input,0,0); |
| | | image sized = resize_image(im, net.w, net.h); |
| | | int letter = 0; |
| | | //image sized = resize_image(im, net.w, net.h); |
| | | image sized = letterbox_image(im, net.w, net.h); letter = 1; |
| | | layer l = net.layers[net.n-1]; |
| | | |
| | | box *boxes = calloc(l.w*l.h*l.n, sizeof(box)); |
| | | float **probs = calloc(l.w*l.h*l.n, sizeof(float *)); |
| | | for(j = 0; j < l.w*l.h*l.n; ++j) probs[j] = calloc(l.classes, sizeof(float *)); |
| | | //box *boxes = calloc(l.w*l.h*l.n, sizeof(box)); |
| | | //float **probs = calloc(l.w*l.h*l.n, sizeof(float *)); |
| | | //for(j = 0; j < l.w*l.h*l.n; ++j) probs[j] = calloc(l.classes, sizeof(float *)); |
| | | |
| | | float *X = sized.data; |
| | | time=clock(); |
| | | network_predict(net, X); |
| | | printf("%s: Predicted in %f seconds.\n", input, sec(clock()-time)); |
| | | get_region_boxes(l, 1, 1, thresh, probs, boxes, 0, 0); |
| | | if (nms) do_nms_sort(boxes, probs, l.w*l.h*l.n, l.classes, nms); |
| | | draw_detections(im, l.w*l.h*l.n, thresh, boxes, probs, names, alphabet, l.classes); |
| | | //get_region_boxes(l, 1, 1, thresh, probs, boxes, 0, 0); |
| | | // if (nms) do_nms_sort(boxes, probs, l.w*l.h*l.n, l.classes, nms); |
| | | //draw_detections(im, l.w*l.h*l.n, thresh, boxes, probs, names, alphabet, l.classes); |
| | | int nboxes = 0; |
| | | detection *dets = get_network_boxes(&net, im.w, im.h, thresh, hier_thresh, 0, 1, &nboxes, letter); |
| | | if (nms) do_nms_sort_v3(dets, nboxes, l.classes, nms); |
| | | draw_detections_v3(im, dets, nboxes, thresh, names, alphabet, l.classes); |
| | | free_detections(dets, nboxes); |
| | | save_image(im, "predictions"); |
| | | if (!dont_show) { |
| | | show_image(im, "predictions"); |
| | |
| | | |
| | | free_image(im); |
| | | free_image(sized); |
| | | free(boxes); |
| | | free_ptrs((void **)probs, l.w*l.h*l.n); |
| | | //free(boxes); |
| | | //free_ptrs((void **)probs, l.w*l.h*l.n); |
| | | #ifdef OPENCV |
| | | if (!dont_show) { |
| | | cvWaitKey(0); |
| | |
| | | int http_stream_port = find_int_arg(argc, argv, "-http_port", -1); |
| | | char *out_filename = find_char_arg(argc, argv, "-out_filename", 0); |
| | | char *prefix = find_char_arg(argc, argv, "-prefix", 0); |
| | | float thresh = find_float_arg(argc, argv, "-thresh", .24); |
| | | float thresh = find_float_arg(argc, argv, "-thresh", .25); // 0.24 |
| | | float hier_thresh = find_float_arg(argc, argv, "-hier", .5); |
| | | int cam_index = find_int_arg(argc, argv, "-c", 0); |
| | | int frame_skip = find_int_arg(argc, argv, "-s", 0); |
| | | int num_of_clusters = find_int_arg(argc, argv, "-num_of_clusters", 5); |
| | |
| | | if(weights) |
| | | if (weights[strlen(weights) - 1] == 0x0d) weights[strlen(weights) - 1] = 0; |
| | | char *filename = (argc > 6) ? argv[6]: 0; |
| | | if(0==strcmp(argv[2], "test")) test_detector(datacfg, cfg, weights, filename, thresh, dont_show); |
| | | if(0==strcmp(argv[2], "test")) test_detector(datacfg, cfg, weights, filename, thresh, hier_thresh, dont_show); |
| | | else if(0==strcmp(argv[2], "train")) train_detector(datacfg, cfg, weights, gpus, ngpus, clear, dont_show); |
| | | else if(0==strcmp(argv[2], "valid")) validate_detector(datacfg, cfg, weights); |
| | | else if(0==strcmp(argv[2], "recall")) validate_detector_recall(datacfg, cfg, weights); |
| | |
| | | char **names = get_labels(name_list); |
| | | if(filename) |
| | | if (filename[strlen(filename) - 1] == 0x0d) filename[strlen(filename) - 1] = 0; |
| | | demo(cfg, weights, thresh, cam_index, filename, names, classes, frame_skip, prefix, out_filename, |
| | | demo(cfg, weights, thresh, hier_thresh, cam_index, filename, names, classes, frame_skip, prefix, out_filename, |
| | | http_stream_port, dont_show); |
| | | } |
| | | } |