Object Detection on VPD-100K image (test)
58.6APVYOLOv10L
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| YOLOv10LFEM=true, GFLOPs=132.0, Latency (ms)=7.512026.05 | 58.6 | 73.4 | 61.3 | 36.5 | 62.3 | 70.6 | 81 | |
| YOLOv10LGFLOPs=121.0, Latency (ms)=7.422026.05 | 53.8 | 69.6 | 58.4 | 33.6 | 59.8 | 70.8 | 73 | |
| YOLOv9LGFLOPs=124.0, Latency (ms)=7.732026.05 | 53.4 | 68.6 | 57.9 | 33.9 | 59.1 | 70.3 | 73 | |
| Gold-YOLO-LGFLOPs=153.8, Latency (ms)=10.912026.05 | 52.7 | 70.1 | 58 | 32.1 | 57 | 70.1 | 74 | |
| YOLOv8LGFLOPs=152.0, Latency (ms)=14.762026.05 | 52.6 | 68.3 | 59.1 | 32.6 | 58.5 | 67.3 | 72 | |
| YOLOv10sFEM=true, GFLOPs=26.0, Latency (ms)=2.712026.05 | 52.1 | 67.1 | 54.6 | 30.1 | 55.6 | 64.3 | 71 | |
| YOLOv7GFLOPs=99.7, Latency (ms)=7.122026.05 | 51.1 | 50.1 | 59.1 | 32.6 | 58.1 | 68 | 71 | |
| DEIM-D-FINE-SGFLOPs=26.0, Latency (ms)=3.462026.05 | 49 | 65.9 | 53.1 | 30.4 | 52.6 | 65.7 | 69 | |
| Grounding-DINOGFLOPs=464.0, Latency (ms)=119.52026.05 | 48.1 | 65.8 | 62.6 | 30.4 | 51.3 | 62.3 | 68 | |
| Gold-YOLO-SGFLOPs=46.0, Latency (ms)=3.822026.05 | 46.4 | 63.4 | 52.2 | 25.3 | 51.3 | 63.6 | 66 | |
| YOLOv10sGFLOPs=23.0, Latency (ms)=2.532026.05 | 46.3 | 62.7 | 51.3 | 26.1 | 53.2 | 62.7 | 65 | |
| YOLOv9sGFLOPs=24.0, Latency (ms)=2.732026.05 | 46 | 62.3 | 50.8 | 25.6 | 53 | 62.5 | 67 | |
| YOLOv8sGFLOPs=26.0, Latency (ms)=7.132026.05 | 44.3 | 60.5 | 51.3 | 24.1 | 50.8 | 59.8 | 64 | |
| YOLOv7-tinyGFLOPs=12.6, Latency (ms)=5.432026.05 | 38.3 | 46.6 | 45.3 | 19.1 | 44.2 | 54.1 | 55 | |
| FBRT-YOLOGFLOPs=22.9, Latency (ms)=3.722026.05 | 20.2 | 45.8 | 42.2 | 28.1 | 46.3 | 56.2 | 43 |