Object Detection on Locomotive coil spring defect dataset (test)
92.4mAP@0.5MSD-DETR
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| MSD-DETRParams(M)=34.2, FLOPs(G)=112.5, FPS=98, Latency(ms)=10.22026.03 | 92.4 | 65.8 | 52.3 | 69.7 | 78.2 | |
| RT-DETR-LParams(M)=32.0, FLOPs(G)=108.0, FPS=114, Latency(ms)=8.82026.03 | 89.1 | 61.5 | 48.5 | 65.4 | 74.1 | |
| DINOParams(M)=47.0, FLOPs(G)=279.0, FPS=21, Latency(ms)=47.62026.03 | 88.9 | 61.2 | 48.2 | 65.1 | 73.8 | |
| YOLOv8-LParams(M)=43.7, FLOPs(G)=165.2, FPS=78, Latency(ms)=12.82026.03 | 88.2 | 60.1 | 47.5 | 64.2 | 73 | |
| YOLOv7Params(M)=36.9, FLOPs(G)=104.7, FPS=78, Latency(ms)=12.82026.03 | 87.4 | 59.2 | 46.3 | 63.5 | 72.1 | |
| YOLOv5-LParams(M)=46.5, FLOPs(G)=109.1, FPS=82, Latency(ms)=12.22026.03 | 86.7 | 58.3 | 45.8 | 62.1 | 71.5 | |
| Deformable DETRParams(M)=40.0, FLOPs(G)=78.0, FPS=42, Latency(ms)=23.82026.03 | 85.4 | 57.8 | 44.1 | 61.8 | 70.3 | |
| Faster R-CNNParams(M)=41.5, FLOPs(G)=180.2, FPS=18, Latency(ms)=55.62026.03 | 82.3 | 54.1 | 41.2 | 58.3 | 67.8 | |
| DETRParams(M)=41.0, FLOPs(G)=86.0, FPS=25, Latency(ms)=40.02026.03 | 79.8 | 51.2 | 38.6 | 55.4 | 64.2 |