Object Detection on NEU-DET (test)
92.9mAP50DFIR-DETR
Evaluation results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| DFIR-DETRPara=11.7, GFLOPs=41.2, FPS=38.02025.12 | 92.9 | 84 | 93.7 | 96.8 | 98.4 | 84.9 | 99.3 | 65.9 | |
| YOLOv11mPara=20.1, GFLOPs=68.0, FPS=79.62025.12 | 92.6 | 84.3 | 90.3 | 97 | 94.4 | 92 | 97.1 | 72.4 | |
| YOLOv3mPara=98.5, GFLOPs=261.8, FPS=64.72025.12 | 92 | 82.7 | 87.7 | 96.5 | 97.2 | 89.4 | 98.4 | 72.3 | |
| YOLOv6mPara=51.3, GFLOPs=158.3, FPS=80.42025.12 | 89.7 | 72 | 88.2 | 96.8 | 95.2 | 89.1 | 96.9 | 62.1 | |
| RT-DETR(base)Para=19.9, GFLOPs=57.0, FPS=36.92025.12 | 88.7 | 78.4 | 87 | 96 | 94.6 | 78 | 98.1 | 58.2 | |
| RetinaNetPara=36.5, GFLOPs=210.0, FPS=68.22025.12 | 78.2 | 50.4 | 77.8 | 93.3 | 89.5 | 63.9 | 94.5 | 43.3 | |
| EfficientDetPara=18.4, GFLOPs=55.1, FPS=48.92025.12 | 77.9 | 49.8 | 78.9 | 93.6 | 86.8 | 65.8 | 92.2 | 44.6 | |
| GFLPara=32.3, GFLOPs=195.2, FPS=45.82025.12 | 77.5 | 37.4 | 84.1 | 93.9 | 90.9 | 62.8 | 95.9 | 44.5 | |
| Grid R-CNNPara=64.5, GFLOPs=270.2, FPS=30.52025.12 | 76.7 | 39.7 | 82.8 | 92.5 | 87.4 | 60.2 | 97.5 | 44.4 | |
| YOLOFPara=32.0, GFLOPs=52.6, FPS=80.52025.12 | 75.7 | 39.7 | 83 | 90.2 | 86.1 | 58.2 | 97.1 | 43.7 | |
| MSD-DETRProtocol=zero-shot transfer, Fine-tuning=none2026.03 | 68.3 | — | — | — | — | — | — | 43.9 | |
| RT-DETR-LProtocol=zero-shot transfer, Fine-tuning=none2026.03 | 65.8 | — | — | — | — | — | — | 41.2 | |
| Faster R-CNNPara=33.1, GFLOPs=208.1, FPS=18.42025.12 | 64.7 | 30.7 | 66.9 | 91.3 | 67 | 53.9 | 78.2 | 29.9 | |
| YOLOv8-LProtocol=zero-shot transfer, Fine-tuning=none2026.03 | 62.4 | — | — | — | — | — | — | 38.7 | |
| NAS-FPNPara=36.5, GFLOPs=84.52025.12 | 60.9 | 29.2 | 50 | 82.8 | 79.3 | 55.6 | 68.4 | 26 | |
| CenterNetPara=14.2, GFLOPs=38.3, FPS=48.32025.12 | 60.2 | 22.2 | 59.3 | 77.8 | 77.1 | 29.7 | 95.2 | 27.4 |