Pedestrian Detection on CityPersons highly occluded (HO)
36.9Miss RatePedesFormer
Evaluation Results
| Method | Links | |
|---|---|---|
| PedesFormer2026.01 | 36.9 | |
| CLASP (CSP)Backbone=Swin-B2026.01 | 37.4 | |
| CLASP (CSP)Backbone=Swin-S2026.01 | 38.6 | |
| SOLIDERBackbone=Swin-B2026.01 | 39.4 | |
| CLASP (CSP)Backbone=Swin-T2026.01 | 40.3 | |
| FreeAnchor (ours)Architecture Type=Single-stage, Resolution=2048 x 1024, Trained on HO subset=true2021.04 | 41.5 | |
| FreeAnchorArchitecture Type=Single-stage, Resolution=2048 x 1024, Trained on HO subset=true2021.04 | 42.8 | |
| ACSPBackbone=Res-1012026.01 | 46.3 | |
| CSPBackbone=Res-502026.01 | 49.3 | |
| RetinaNetArchitecture Type=Single-stage, Resolution=2048 x 1024, Trained on HO subset=true2021.04 | 49.9 | |
| TLLArchitecture Type=Single-stage, Resolution=2048 x 1024, Trained on HO subset=false2021.04 | 52 | |
| Faster R-CNN (ours)Architecture Type=Two-stage, Resolution=2048 x 1024, Trained on HO subset=false2021.04 | 54.6 | |
| Adaptive-NMSArchitecture Type=Two-stage, Resolution=2048 x 1024, Trained on HO subset=false2021.04 | 56.4 | |
| Rep LossArchitecture Type=Two-stage, Resolution=2048 x 1024, Trained on HO subset=false2021.04 | 56.9 | |
| RepLoss2026.01 | 56.9 | |
| Faster R-CNNArchitecture Type=Two-stage, Resolution=2048 x 1024, Trained on HO subset=false2021.04 | 60.6 |