Object Detection on COCO mini 10% (val)
33.6mAPYOLO-NAS-Bench (Ours)
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| YOLO-NAS-Bench (Ours)Model Scale=Large, Hardware=NVIDIA P40 GPU2026.03 | 33.6 | 35 | |
| YOLO-NAS-Bench (Ours)Model Scale=Medium-Large, Hardware=NVIDIA P40 GPU2026.03 | 33.4 | 27.09 | |
| YOLO12Model Scale=Large, Hardware=NVIDIA P40 GPU2026.03 | 32.9 | 54.13 | |
| YOLOv8Model Scale=Large, Hardware=NVIDIA P40 GPU2026.03 | 32.9 | 33.71 | |
| YOLO11Model Scale=Large, Hardware=NVIDIA P40 GPU2026.03 | 32.8 | 37.73 | |
| YOLO-NAS-Bench (Ours)Model Scale=Medium, Hardware=NVIDIA P40 GPU2026.03 | 32.7 | 21 | |
| YOLOv9Model Scale=Large, Hardware=NVIDIA P40 GPU2026.03 | 32.3 | 53.07 | |
| YOLO11Model Scale=Medium-Large, Hardware=NVIDIA P40 GPU2026.03 | 32.1 | 29.84 | |
| YOLO-NAS-Bench (Ours)Model Scale=Small, Hardware=NVIDIA P40 GPU2026.03 | 31.9 | 16.85 | |
| YOLOv9Model Scale=Medium-Large, Hardware=NVIDIA P40 GPU2026.03 | 31.6 | 26.85 | |
| YOLOv9Model Scale=Medium, Hardware=NVIDIA P40 GPU2026.03 | 31.6 | 25.59 | |
| YOLO12Model Scale=Medium-Large, Hardware=NVIDIA P40 GPU2026.03 | 30.8 | 42.51 | |
| YOLO11Model Scale=Medium, Hardware=NVIDIA P40 GPU2026.03 | 30.8 | 20.03 | |
| YOLOv8Model Scale=Medium-Large, Hardware=NVIDIA P40 GPU2026.03 | 30.8 | 23.3 | |
| YOLOv10Model Scale=Large, Hardware=NVIDIA P40 GPU2026.03 | 30.5 | 36.84 | |
| YOLO12Model Scale=Medium, Hardware=NVIDIA P40 GPU2026.03 | 30.4 | 22.17 | |
| YOLOv10Model Scale=Medium-Large, Hardware=NVIDIA P40 GPU2026.03 | 30.1 | 25.83 | |
| YOLOv10Model Scale=Medium, Hardware=NVIDIA P40 GPU2026.03 | 29.7 | 20.01 | |
| YOLOv8Model Scale=Medium, Hardware=NVIDIA P40 GPU2026.03 | 29.4 | 17.21 | |
| YOLO11Model Scale=Small, Hardware=NVIDIA P40 GPU2026.03 | 27.7 | 15.3 | |
| YOLO12Model Scale=Small, Hardware=NVIDIA P40 GPU2026.03 | 27.2 | 20.4 | |
| YOLOv9Model Scale=Small, Hardware=NVIDIA P40 GPU2026.03 | 27.1 | 19.25 | |
| YOLOv8Model Scale=Small, Hardware=NVIDIA P40 GPU2026.03 | 26.2 | 10.95 | |
| YOLOv10Model Scale=Small, Hardware=NVIDIA P40 GPU2026.03 | 25.8 | 15.89 |