Object Detection on DUT-ANTI-UAV
97.09PrecisionUAV-DETR
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| UAV-DETRFLOPs(G)=65.2, Params=11,886,7802026.03 | 97.09 | 93.5 | 95.26 | 96.17 | 75.71 | 67.15 | |
| VRF-DETRFLOPs(G)=44.2, Params=13,537,8962026.03 | 96.86 | 92 | 94.37 | 95.43 | 69.75 | 62.29 | |
| SSDPTFLOPs(G)=58.4, Params=11,671,6382026.03 | 95.74 | 47.04 | 63.08 | 80.12 | 54.64 | 50.5 | |
| RT-DETRFLOPs(G)=56.9, Params=19,873,0442026.03 | 95.69 | 92.92 | 94.29 | 95.59 | 75.5 | 66.67 | |
| YOLO11mFLOPs(G)=67.6, Params=20,030,8032026.03 | 94.21 | 84.14 | 88.89 | 90.99 | 70.37 | 62.01 | |
| Hyper-YOLOmFLOPs(G)=103.1, Params=33,336,3072026.03 | 94.12 | 86.95 | 90.39 | 92.89 | 72.43 | 64.59 | |
| YOLO12mFLOPs(G)=67.1, Params=20,105,6832026.03 | 93.03 | 81.11 | 86.67 | 90.48 | 71.43 | 63.19 | |
| YOLOv8mFLOPs(G)=78.7, Params=25,840,3392026.03 | 92.84 | 84.38 | 88.41 | 90.61 | 68.59 | 61.66 | |
| YOLOv10mFLOPs(G)=58.9, Params=15,313,7472026.03 | 92.63 | 83.21 | 87.66 | 91.14 | 69.62 | 62.25 | |
| Def-DETRPTFLOPs(G)=157.4, Params=39,847,2652026.03 | 92.24 | 72.59 | 81.24 | 78.36 | 41.04 | 42.48 | |
| Faster R-CNNPTFLOPs(G)=401.7, Params=136,689,0242026.03 | 77.62 | 54.83 | 64.27 | 49.89 | 25.82 | 26.01 | |
| DETRPTFLOPs(G)=73.6, Params=41,302,3682026.03 | 62.06 | 37.96 | 47.11 | 41.94 | 12.6 | 17.33 |