Object Detection on AODRaw down-sampled 1.0 (test)
24.7APYOLO-MS-XS
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| YOLO-MS-XSParams (M)=4.5, FPS=113.0, Epochs=300, Input size=1280x1280, Hardware=NVIDIA 3090 GPU2024.11 | 24.7 | 40 | 25.1 | 12.1 | 33.4 | 41.4 | 28.2 | 22.4 | 21.2 | 19.7 | |
| YOLOv8-n†Params (M)=3.1, FPS=57.6, Epochs=500, Input size=1280x1280, Hardware=NVIDIA 3090 GPU, Pre-processing module=trainable module [34]2024.11 | 19.7 | 32.8 | 19.9 | 9.4 | 27 | 32.9 | 21.8 | 16.9 | 18.9 | 14.9 | |
| YOLOv8-nParams (M)=3.0, FPS=188.1, Epochs=500, Input size=1280x1280, Hardware=NVIDIA 3090 GPU2024.11 | 18.9 | 32 | 18.8 | 8.9 | 26.5 | 33.2 | 21.4 | 16.3 | 16.8 | 15.4 | |
| YOLOv6-nParams (M)=4.3, FPS=170.7, Epochs=400, Input size=1280x1280, Hardware=NVIDIA 3090 GPU2024.11 | 18 | 30 | 18 | 7.6 | 24.4 | 32.8 | 19.3 | 16 | 16.5 | 14 | |
| YOLOX-TinyParams (M)=5.1, FPS=222.6, Epochs=300, Input size=1280x1280, Hardware=NVIDIA 3090 GPU2024.11 | 16.4 | 32.1 | 14.9 | 6.8 | 23.2 | 29.4 | 18 | 15.2 | 15.1 | 12.3 |