Object Detection on RTTS
53.8mAP@50PGL-Net-S
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| PGL-Net-SVenue=–, Latency (ms)=26.312026.06 | 53.8 | — | 49.8 | 27.2 | 39.4 | 25.7 | 26.2 | 35.1 | 33.7 | |
| PGL-Net-TVenue=–, Latency (ms)=14.172026.06 | 53.5 | — | 49.6 | 27.7 | 38.7 | 25.2 | 25.3 | 34.5 | 33.3 | |
| SGDNVenue=AAAI’25, Latency (ms)=146.452026.06 | 53.1 | — | 49.5 | 27.5 | 38.4 | 24.5 | 25.6 | 34.5 | 33.1 | |
| OKNetVenue=AAAI’24, Latency (ms)=29.102026.06 | 52.4 | — | 49.1 | 26.9 | 38.3 | 24.2 | 24.9 | 33.8 | 32.7 | |
| DCPVenue=CVPR’092026.06 | 52.1 | — | 49.2 | 27 | 37.4 | 23.7 | 24.1 | 33.4 | 32.3 | |
| FFA-NetVenue=AAAI’20, Latency (ms)=185.522026.06 | 51.9 | — | 48.7 | 27.5 | 37.6 | 23 | 24.7 | 33.2 | 32.3 | |
| FSDGNVenue=ECCV’22, Latency (ms)=32.722026.06 | 51.8 | — | 48.8 | 26.5 | 38.4 | 23.3 | 24.1 | 33.3 | 32.2 | |
| PSDVenue=CVPR’21, Latency (ms)=192.642026.06 | 51.7 | — | 49.2 | 26.8 | 37.2 | 22.1 | 24.5 | 33.3 | 32 | |
| DehazeFormerVenue=TIP’23, Latency (ms)=313.142026.06 | 51.7 | — | 48.8 | 26.6 | 37.6 | 23.8 | 24 | 33.4 | 32.2 | |
| MB-TaylorVenue=ICCV’23, Latency (ms)=693.632026.06 | 51.6 | — | 48.5 | 27 | 36.9 | 24.1 | 24.2 | 33.5 | 32.1 | |
| Hazy InputVenue=–2026.06 | 51.1 | — | 49.1 | 26.4 | 37.1 | 22.5 | 23.9 | 33.1 | 31.8 | |
| DEA-NetVenue=TIP’24, Latency (ms)=28.232026.06 | 51.1 | — | 48.2 | 26 | 37 | 22.9 | 23.3 | 32.4 | 31.5 | |
| FR-DETRApproach=Our, Params(M)=23.28, GFlops=96.04, FPS=31.92026.06 | 48.41 | 43.45 | — | — | — | — | — | 29.41 | — | |
| CPAApproach=Union, Params(M)=23.94, GFlops=217.91, FPS=13.22026.06 | 47.24 | 42.01 | — | — | — | — | — | 27.55 | — | |
| RT-DETRApproach=Direct, Params(M)=20.09, GFlops=61.12, FPS=54.12026.06 | 46.97 | 41.74 | — | — | — | — | — | 26.96 | — | |
| DENetApproach=Union, Params(M)=20.13, GFlops=65.33, FPS=45.02026.06 | 46.97 | 41.8 | — | — | — | — | — | 27.13 | — | |
| ConvIRApproach=Preprocessing, Params(M)=25.62, GFlops=546.27, FPS=16.82026.06 | 46.37 | 41.67 | — | — | — | — | — | 28.21 | — | |
| MGDIPApproach=Union, Params(M)=26.90, GFlops=116.45, FPS=8.12026.06 | 46.3 | 41.68 | — | — | — | — | — | 27.81 | — | |
| RT-DETRApproach=Preprocessing, Params(M)=20.09, GFlops=61.12, FPS=54.12026.06 | 46.23 | 41.6 | — | — | — | — | — | 28.51 | — | |
| HistoformerApproach=Preprocessing, Params(M)=36.71, GFlops=1075.12, FPS=1.52026.06 | 46.15 | 41.55 | — | — | — | — | — | 28.71 | — | |
| DCPTApproach=Preprocessing, Params(M)=87.98, GFlops=971.74, FPS=12.12026.06 | 44.22 | 39.72 | — | — | — | — | — | 26.84 | — | |
| MoceIRApproach=Preprocessing, Params(M)=31.57, GFlops=563.37, FPS=2.12026.06 | 43.36 | 39.09 | — | — | — | — | — | 26.6 | — | |
| PHATNetApproach=Preprocessing, Params(M)=23.83, GFlops=403.11, FPS=24.92026.06 | 42.49 | 38.36 | — | — | — | — | — | 26.31 | — | |
| AdvancingStrategy=Separation, Detector=Faster-RCNN2026.04 | — | 70.29 | — | — | — | — | — | — | — | |
| CLIP-CEStrategy=Direct, Detector=Faster-RCNN2026.04 | — | 76.76 | — | — | — | — | — | — | — | |
| DCPStrategy=Separation, Detector=Faster-RCNN2026.04 | — | 74.26 | — | — | — | — | — | — | — | |
| DIPBackbone=RetinaNet [31]2025.01 | — | 54.29 | — | — | — | — | — | — | — | |
| Focal LossStrategy=Direct, Detector=Faster-RCNN2026.04 | — | 70.2 | — | — | — | — | — | — | — | |
| IA-YOLOStrategy=Fusion, Detector=YOLOV32026.04 | — | 59.2 | — | — | — | — | — | — | — | |
| LQ2025.01 | — | 45.63 | — | — | — | — | — | — | — | |
| PromptIRBackbone=RetinaNet [31]2025.01 | — | 56.81 | — | — | — | — | — | — | — | |
| TogetherNetStrategy=Fusion, Detector=YOLOX2026.04 | — | 54 | — | — | — | — | — | — | — | |
| UniRestoreBackbone=RetinaNet [31]2025.01 | — | 58.06 | — | — | — | — | — | — | — |