Detection on IRSTD-1k
89.23mAP50ECFNet
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| ECFNetFLOPs=31.7, Params=22.7, FPS=902026.06 | 89.23 | — | — | 90.18 | 84.71 | |
| YOLOv8n + NS-FPN2025.08 | 86.3 | 36.9 | 42.1 | — | — | |
| EFLNet2025.08 | 86.1 | 29.5 | 38 | — | — | |
| PConv2025.08 | 86.1 | 34.5 | 40.8 | — | — | |
| YOLOv8n2025.08 | 85 | 31.9 | 41.5 | — | — | |
| EFLNetPub’Year=TGRS’24, FLOPs=102.2, Params=38.3, FPS=692026.06 | 84.32 | — | — | 87.03 | 81.7 | |
| D-FINE-LPub’Year=ICLR’25, FLOPs=90.7, Params=30.6, FPS=402026.06 | 83.53 | — | — | 85.67 | 81.56 | |
| DFLMF-ISTD2025.08 | 82.7 | — | 38.6 | — | — | |
| YOLO11-LPub’Year=2024, FLOPs=86.6, Params=25.3, FPS=782026.06 | 82.19 | — | — | 84.53 | 77.12 | |
| YOLOv12-LPub’Year=NeurIPS’25, FLOPs=88.9, Params=26.4, FPS=762026.06 | 81.61 | — | — | 87.26 | 72.78 | |
| DAGNetPub’Year=TII’23, FLOPs=170.7, Params=150.5, FPS=402026.06 | 81.23 | — | — | 84.59 | 78.82 | |
| ESOD-LPub’Year=TIP’25, FLOPs=38.1, Params=72.8, FPS=862026.06 | 78.33 | — | — | 78.59 | 76.37 | |
| DQ-DETRPub’Year=ECCV’24, FLOPs=578.5, Params=58.7, FPS=182026.06 | 76.93 | — | — | 77.56 | 75.28 | |
| DINOPub’Year=ICLR’23, FLOPs=398.6, Params=47.0, FPS=262026.06 | 74.28 | — | — | 79.66 | 72.47 | |
| QueryDetPub’Year=CVPR’22, FLOPs=888.4, Params=35.3, FPS=92026.06 | 61.69 | — | — | 61.92 | 60.93 |