Name | Modified | Size | Downloads / Week |
---|---|---|---|
Parent folder | |||
yolov4-csp-x-swish.weights | 2021-07-12 | 399.4 MB | |
yolov4-csp-x-swish.conv.192 | 2021-07-12 | 358.4 MB | |
yolov4-csp-swish.weights | 2021-07-12 | 211.9 MB | |
yolov4-csp-swish.conv.164 | 2021-07-12 | 185.3 MB | |
yolov4x-mish.weights | 2021-06-27 | 399.4 MB | |
yolov4x-mish.conv.166 | 2021-06-27 | 277.3 MB | |
yolov4-csp.weights | 2021-06-27 | 211.9 MB | |
yolov4-csp.conv.142 | 2021-06-27 | 146.5 MB | |
yolov4-p6.conv.289 | 2021-06-27 | 463.3 MB | |
yolov4-p5.conv.232 | 2021-06-27 | 256.4 MB | |
yolov4-p6.weights | 2021-06-26 | 510.9 MB | |
yolov4-p5.weights | 2021-06-26 | 283.7 MB | |
yolov4.conv.137 | 2021-05-12 | 170.0 MB | |
yolov4.weights | 2021-05-12 | 257.7 MB | |
yolov4-sam-mish.conv.105 | 2021-01-17 | 106.6 MB | |
yolov4-pacsp-x-mish_distil.weights | 2021-01-16 | 399.4 MB | |
yolov4-tiny.conv.29 | 2020-12-15 | 19.8 MB | |
yolov4-tiny.weights | 2020-12-15 | 24.3 MB | |
cspx-p7-mish_hp.344.conv | 2020-11-20 | 1.0 GB | |
yolov4-tiny_contrastive_last.weights | 2020-10-19 | 29.6 MB | |
csdarknet53-omega.conv.105 | 2020-06-08 | 106.6 MB | |
csdarknet53-omega_final.weights | 2020-06-08 | 110.7 MB | |
README.md | 2020-05-12 | 1.2 kB | |
YOLOv4 pre-release.tar.gz | 2020-05-12 | 7.5 MB | |
YOLOv4 pre-release.zip | 2020-05-12 | 8.2 MB | |
Totals: 25 Items | 6.0 GB | 60 |
YOLOv4
YOLOv4 consists of: https://arxiv.org/abs/2004.10934 * Backbone: CSPDarknet53 * Neck: SPP, PAN * Head: YOLOv3
Download:
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cfg-file: https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.cfg
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weights-file: https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.weights
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pre-trained weights-file for training: https://github.com/AlexeyAB/darknet/releases/download/darknet_yolo_v3_optimal/yolov4.conv.137
Accuracy (AP) / Speed (FPS):
YOLOv4 (416x416 batch=1 FP16) - 32 FPS on Jetson Xavier AGX by using tkDNN+TensorRT: https://github.com/ceccocats/tkDNN
Size | Darknet FPS (avg) | tkDNN TensorRT FP32 FPS | tkDNN TensorRT FP16 FPS | tkDNN TensorRT FP16 batch=4 FPS | Speedup |
---|---|---|---|---|---|
320 | 100.6 | 116 | 202 | 423 | 4.2x |
416 | 82.5 | 103 | 162 | 284 | 3.5x |
512 | 69.7 | 91 | 134 | 206 | 2.9x |
680 | 53.6 | 62 | 100 | 150 | 2.8x |