From 5455ddd6f7fe79ec9b03f4e874d5c05aec3d4d24 Mon Sep 17 00:00:00 2001 From: Glenn Jocher Date: Sat, 30 Nov 2019 20:47:14 -0800 Subject: [PATCH] updates --- README.md | 41 +++++++++++++++++++++-------------------- 1 file changed, 21 insertions(+), 20 deletions(-) diff --git a/README.md b/README.md index 90e54c80..34f02d47 100755 --- a/README.md +++ b/README.md @@ -147,30 +147,31 @@ Success: converted 'weights/yolov3-spp.pt' to 'converted.weights' |Size |COCO mAP
@0.5...0.95 |COCO mAP
@0.5 --- | --- | --- | --- -YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |320 |14.0
28.7
30.5
**35.4** |29.0
51.5
52.3
**54.3** -YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |416 |16.0
31.1
33.9
**39.0** |32.9
55.3
56.8
**59.2** -YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |608 |16.6
33.0
37.0
**40.7** |35.5
57.9
60.6
**60.7** +YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |320 |14.0
28.7
30.5
**35.4** |29.1
51.8
52.3
**54.3** +YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |416 |16.0
31.2
33.9
**39.0** |33.0
55.4
56.9
**59.2** +YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |512 |16.6
32.7
35.6
**40.3** |34.9
57.7
59.5
**60.6** +YOLOv3-tiny
YOLOv3
YOLOv3-SPP
**YOLOv3-SPP ultralytics** |608 |16.6
33.1
37.0
**40.7** |35.4
58.2
60.7
**60.9** ```bash $ python3 test.py --save-json --img-size 608 --nms-thres 0.7 --weights ultralytics68.pt -Namespace(batch_size=16, cfg='cfg/yolov3-spp.cfg', conf_thres=0.001, data='data/coco.data', device='', img_size=608, iou_thres=0.5, nms_thres=0.7, save_json=True, weights='ultralytics68.pt') -Using CUDA device0 _CudaDeviceProperties(name='Tesla P100-PCIE-16GB', total_memory=16280MB) +Namespace(batch_size=16, cfg='cfg/yolov3-spp.cfg', conf_thres=0.001, data='data/coco.data', device='1', img_size=608, iou_thres=0.5, nms_thres=0.7, save_json=True, weights='ultralytics68.pt') +Using CUDA device0 _CudaDeviceProperties(name='GeForce RTX 2080 Ti', total_memory=11019MB) -Downloading https://drive.google.com/uc?export=download&id=1Jm8kqnMdMGUUxGo8zMFZMJ0eaPwLkxSG as ultralytics68.pt... Done (2.2s) - Class Images Targets P R mAP@0.5 F1: 100% 313/313 [16:23<00:00, 1.59s/it] - all 5e+03 3.58e+04 0.0465 0.831 0.586 0.0868 - Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.407 - Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.598 - Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.444 - Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.245 - Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.446 - Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.511 - Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.326 - Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.537 - Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.595 - Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.427 - Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.641 - Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.706 + Class Images Targets P R mAP@0.5 F1: 100%|███████████████████████████████████████████████████████████████████████████████████| 313/313 [09:46<00:00, 1.09it/s] + all 5e+03 3.58e+04 0.0481 0.829 0.589 0.0894 + + Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.40882 + Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.60026 + Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.44551 + Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.24343 + Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.45024 + Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.51362 + Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.32644 + Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.53629 + Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.59343 + Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.42207 + Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.63985 + Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.70688 ``` # Citation