|
|
|
@ -495,7 +495,7 @@ int detections_comparator(const void *pa, const void *pb) |
|
|
|
|
return 0; |
|
|
|
|
} |
|
|
|
|
|
|
|
|
|
void validate_detector_map(char *datacfg, char *cfgfile, char *weightfile) |
|
|
|
|
void validate_detector_map(char *datacfg, char *cfgfile, char *weightfile, float thresh_calc_avg_iou) |
|
|
|
|
{ |
|
|
|
|
int j; |
|
|
|
|
list *options = read_data_cfg(datacfg); |
|
|
|
@ -552,7 +552,7 @@ void validate_detector_map(char *datacfg, char *cfgfile, char *weightfile) |
|
|
|
|
args.h = net.h; |
|
|
|
|
args.type = IMAGE_DATA; |
|
|
|
|
|
|
|
|
|
const float thresh_calc_avg_iou = 0.24; |
|
|
|
|
//const float thresh_calc_avg_iou = 0.24;
|
|
|
|
|
float avg_iou = 0; |
|
|
|
|
int tp_for_thresh = 0; |
|
|
|
|
int fp_for_thresh = 0; |
|
|
|
@ -781,6 +781,12 @@ void validate_detector_map(char *datacfg, char *cfgfile, char *weightfile) |
|
|
|
|
mean_average_precision += avg_precision; |
|
|
|
|
} |
|
|
|
|
|
|
|
|
|
const float cur_precision = (float)tp_for_thresh / ((float)tp_for_thresh + (float)fp_for_thresh); |
|
|
|
|
const float cur_recall = (float)tp_for_thresh / ((float)tp_for_thresh + (float)(unique_truth_count - tp_for_thresh)); |
|
|
|
|
const float f1_score = 2.F * cur_precision * cur_recall / (cur_precision + cur_recall); |
|
|
|
|
printf(" for thresh = %1.2f, precision = %1.2f, recall = %1.2f, F1-score = %1.2f \n", |
|
|
|
|
thresh_calc_avg_iou, cur_precision, cur_recall, f1_score); |
|
|
|
|
|
|
|
|
|
printf(" for thresh = %0.2f, TP = %d, FP = %d, FN = %d, average IoU = %2.2f %% \n",
|
|
|
|
|
thresh_calc_avg_iou, tp_for_thresh, fp_for_thresh, unique_truth_count - tp_for_thresh, avg_iou * 100); |
|
|
|
|
|
|
|
|
@ -909,7 +915,7 @@ void run_detector(int argc, char **argv) |
|
|
|
|
else if(0==strcmp(argv[2], "train")) train_detector(datacfg, cfg, weights, gpus, ngpus, clear); |
|
|
|
|
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); |
|
|
|
|
else if(0==strcmp(argv[2], "map")) validate_detector_map(datacfg, cfg, weights); |
|
|
|
|
else if(0==strcmp(argv[2], "map")) validate_detector_map(datacfg, cfg, weights, thresh); |
|
|
|
|
else if(0==strcmp(argv[2], "demo")) { |
|
|
|
|
list *options = read_data_cfg(datacfg); |
|
|
|
|
int classes = option_find_int(options, "classes", 20); |
|
|
|
|