Increment train, test, detect runs/ (#1322)
* Increment train, test, detect runs/ * Update ci-testing.yml * inference/images to data/images * move images * runs/exp to runs/train/exp * update 'results saved to %s' str
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@@ -70,7 +70,7 @@ YOLOv5 may be run in any of the following up-to-date verified environments (with
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## Inference
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detect.py runs inference on a variety of sources, downloading models automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases) and saving results to `inference/output`.
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detect.py runs inference on a variety of sources, downloading models automatically from the [latest YOLOv5 release](https://github.com/ultralytics/yolov5/releases) and saving results to `runs/detect`.
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```bash
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$ python detect.py --source 0 # webcam
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file.jpg # image
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@@ -82,20 +82,20 @@ $ python detect.py --source 0 # webcam
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http://112.50.243.8/PLTV/88888888/224/3221225900/1.m3u8 # http stream
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```
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To run inference on example images in `inference/images`:
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To run inference on example images in `data/images`:
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```bash
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$ python detect.py --source inference/images --weights yolov5s.pt --conf 0.25
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$ python detect.py --source data/images --weights yolov5s.pt --conf 0.25
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Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.25, device='', img_size=640, iou_thres=0.45, output='inference/output', save_conf=False, save_txt=False, source='inference/images', update=False, view_img=False, weights='yolov5s.pt')
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Namespace(agnostic_nms=False, augment=False, classes=None, conf_thres=0.25, device='', img_size=640, iou_thres=0.45, output='runs/detect', save_conf=False, save_txt=False, source='data/images', update=False, view_img=False, weights='yolov5s.pt')
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Using CUDA device0 _CudaDeviceProperties(name='Tesla V100-SXM2-16GB', total_memory=16160MB)
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Downloading https://github.com/ultralytics/yolov5/releases/download/v3.0/yolov5s.pt to yolov5s.pt... 100%|██████████████| 14.5M/14.5M [00:00<00:00, 21.3MB/s]
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Fusing layers...
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Model Summary: 140 layers, 7.45958e+06 parameters, 0 gradients
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image 1/2 yolov5/inference/images/bus.jpg: 640x480 4 persons, 1 buss, 1 skateboards, Done. (0.013s)
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image 2/2 yolov5/inference/images/zidane.jpg: 384x640 2 persons, 2 ties, Done. (0.013s)
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Results saved to yolov5/inference/output
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image 1/2 data/images/bus.jpg: 640x480 4 persons, 1 buss, 1 skateboards, Done. (0.013s)
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image 2/2 data/images/zidane.jpg: 384x640 2 persons, 2 ties, Done. (0.013s)
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Results saved to runs/detect/exp0
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Done. (0.124s)
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```
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<img src="https://user-images.githubusercontent.com/26833433/97107365-685a8d80-16c7-11eb-8c2e-83aac701d8b9.jpeg" width="500">
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