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Glenn Jocher 2019-11-28 09:05:13 -10:00
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@ -140,15 +140,15 @@ Success: converted 'weights/yolov3-spp.pt' to 'converted.weights'
- `test.py --weights weights/yolov3.weights` tests official YOLOv3 weights. - `test.py --weights weights/yolov3.weights` tests official YOLOv3 weights.
- `test.py --weights weights/last.pt` tests latest checkpoint. - `test.py --weights weights/last.pt` tests latest checkpoint.
- mAPs on COCO2014 using pycocotools. - mAPs on COCO2014 using pycocotools.
- mAP@0.5 run at `--nms-thres 0.5`, mAP@0.5...0.95 run at `--nms-thres 0.65`. - mAP@0.5 run at `--nms-thres 0.5`, mAP@0.5...0.95 run at `--nms-thres 0.7`.
- YOLOv3-SPP ultralytics is `ultralytics68.pt` with `yolov3-spp.cfg`. - YOLOv3-SPP ultralytics is `ultralytics68.pt` with `yolov3-spp.cfg`.
- Darknet results published in https://arxiv.org/abs/1804.02767. - Darknet results published in https://arxiv.org/abs/1804.02767.
<i></i> |img-size |COCO mAP<br>@0.5...0.95 |COCO mAP<br>@0.5 <i></i> |img-size |COCO mAP<br>@0.5...0.95 |COCO mAP<br>@0.5
--- | --- | --- | --- --- | --- | --- | ---
YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |320 |14.0<br>28.7<br>30.5<br>**35.2** |29.0<br>51.5<br>52.3<br>**53.9** YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |320 |14.0<br>28.7<br>30.5<br>**35.4** |29.0<br>51.5<br>52.3<br>**54.3**
YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |416 |16.0<br>31.1<br>33.9<br>**38.8** |32.9<br>55.3<br>56.8<br>**58.7** YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |416 |16.0<br>31.1<br>33.9<br>**39.0** |32.9<br>55.3<br>56.8<br>**59.2**
YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |608 |16.6<br>33.0<br>37.0<br>**40.6** |35.5<br>57.9<br>60.6<br>**60.7** YOLOv3-tiny<br>YOLOv3<br>YOLOv3-SPP<br>**YOLOv3-SPP ultralytics** |608 |16.6<br>33.0<br>37.0<br>**40.7** |35.5<br>57.9<br>60.6<br>**60.7**
```bash ```bash
$ python3 test.py --save-json --img-size 608 --nms-thres 0.65 --weights ultralytics68.pt $ python3 test.py --save-json --img-size 608 --nms-thres 0.65 --weights ultralytics68.pt