Pedestrian Detection on CrowdHuman (test)
40.7MRFaster R-CNN (ours)
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| Faster R-CNN (ours)Stage=Two-stage, Reference Group=OP-MP setup2021.04 | 40.7 | — | — | — | |
| OP-MPStage=Two-stage2021.04 | 41.4 | — | — | — | |
| Faster R-CNNStage=Two-stage, Implementation=our impl.2021.04 | 42.4 | — | — | — | |
| Faster R-CNNStage=Two-stage, Implementation=impl. by [6]2021.04 | 42.9 | — | — | — | |
| FCOS (ours)Stage=Single-stage2021.04 | 47.7 | — | — | — | |
| RelationNetStage=Two-stage2021.04 | 48.2 | — | — | — | |
| FCOSStage=Single-stage, Implementation=baseline2021.04 | 48.3 | — | — | — | |
| Faster R-CNN (ours)Stage=Two-stage, Reference Group=Adaptive NMS setup2021.04 | 48.8 | — | — | — | |
| GossipNetStage=Two-stage2021.04 | 49.4 | — | — | — | |
| Adaptive NMSStage=Two-stage2021.04 | 49.7 | — | — | — | |
| FreeAnchor (ours)Stage=Single-stage2021.04 | 50.7 | — | — | — | |
| Faster R-CNNStage=Two-stage, Implementation=our impl.2021.04 | 51.2 | — | — | — | |
| Faster R-CNNStage=Two-stage, Implementation=impl. by [21]2021.04 | 52.4 | — | — | — | |
| FreeAnchorStage=Single-stage, Implementation=baseline2021.04 | 52.8 | — | — | — | |
| RetinaNetStage=Single-stage2021.04 | 63.3 | — | — | — | |
| RFB NetStage=Single-stage2021.04 | 65.2 | — | — | — | |
| CrowdDet#Param=42M2024.07 | — | 90.7 | 41.4 | 82.3 | |
| D-DETR#Param=40M2024.07 | — | 91.5 | 43.7 | 83.1 | |
| DETR#Param=41M2024.07 | — | 75.9 | 73.2 | 74.4 | |
| InternImage-H#Param=1.09B, Composite Techniques=false2024.07 | — | 95.4 | 37.9 | 86.6 | |
| InternImage-H#Param=2.18B, Composite Techniques=true2024.07 | — | 97.2 | 31.1 | 89.7 | |
| Iter-D-DETR#Param=207M2024.07 | — | 94.1 | 37.7 | 87.1 | |
| MMPedestron#Param=62M2024.07 | — | 97.1 | 30.8 | 88 | |
| PATH#Param=320M2024.07 | — | 90.8 | — | — | |
| PEDR#Param=41M2024.07 | — | 91.6 | 43.7 | 83.3 | |
| S-RCNN#Param=106M2024.07 | — | 91.3 | 44.8 | 81.3 | |
| UniHCP#Param=109M2024.07 | — | 92.5 | 41.6 | 85.8 |