updates
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				|  | @ -14,7 +14,7 @@ def detect( | |||
|         images, | ||||
|         output='output',  # output folder | ||||
|         img_size=416, | ||||
|         conf_thres=0.3, | ||||
|         conf_thres=0.5, | ||||
|         nms_thres=0.5, | ||||
|         save_txt=False, | ||||
|         save_images=True, | ||||
|  |  | |||
|  | @ -358,7 +358,7 @@ def non_max_suppression(prediction, conf_thres=0.5, nms_thres=0.4): | |||
| 
 | ||||
|         # Filter out confidence scores below threshold | ||||
|         class_conf, class_pred = pred[:, 5:].max(1) | ||||
|         # pred[:, 4] *= class_conf | ||||
|         pred[:, 4] *= class_conf | ||||
| 
 | ||||
|         i = (pred[:, 4] > conf_thres) & (pred[:, 2] > min_wh) & (pred[:, 3] > min_wh) | ||||
|         pred = pred[i] | ||||
|  | @ -373,7 +373,7 @@ def non_max_suppression(prediction, conf_thres=0.5, nms_thres=0.4): | |||
| 
 | ||||
|         # Box (center x, center y, width, height) to (x1, y1, x2, y2) | ||||
|         pred[:, :4] = xywh2xyxy(pred[:, :4]) | ||||
|         pred[:, 4] *= class_conf  # improves mAP from 0.549 to 0.551 | ||||
|         # pred[:, 4] *= class_conf  # improves mAP from 0.549 to 0.551 | ||||
| 
 | ||||
|         # Detections ordered as (x1y1x2y2, obj_conf, class_conf, class_pred) | ||||
|         pred = torch.cat((pred[:, :5], class_conf.unsqueeze(1), class_pred), 1) | ||||
|  | @ -479,7 +479,7 @@ def plot_wh_methods():  # from utils.utils import *; plot_wh_methods() | |||
|     fig.savefig('comparison.jpg', dpi=fig.dpi) | ||||
| 
 | ||||
| 
 | ||||
| def plot_results(start=0):  # from utils.utils import *; plot_results() | ||||
| def plot_results(start=0, stop=0):  # from utils.utils import *; plot_results() | ||||
|     # Plot training results files 'results*.txt' | ||||
|     # import os; os.system('wget https://storage.googleapis.com/ultralytics/yolov3/results_v3.txt') | ||||
| 
 | ||||
|  | @ -487,7 +487,7 @@ def plot_results(start=0):  # from utils.utils import *; plot_results() | |||
|     s = ['X + Y', 'Width + Height', 'Confidence', 'Classification', 'Total Loss', 'Precision', 'Recall', 'mAP'] | ||||
|     for f in sorted(glob.glob('results*.txt')): | ||||
|         results = np.loadtxt(f, usecols=[2, 3, 4, 5, 6, 9, 10, 11]).T  # column 11 is mAP | ||||
|         x = range(start, results.shape[1]) | ||||
|         x = range(start, stop if stop else results.shape[1]) | ||||
|         for i in range(8): | ||||
|             plt.subplot(2, 4, i + 1) | ||||
|             plt.plot(x, results[i, x], marker='.', label=f) | ||||
|  |  | |||
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