Object Detection on PKU-DAVIS-SOD 9
57.5AP50NRE-Net
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| NRE-NetModel Type=Multi-modal, Pub. & Year=ICME’2026, Input=RGB, Event Frame2025.08 | 57.5 | 29 | |
| SFNetModel Type=Multi-modal, Pub. & Year=TITS’2024, Input=RGB, Event Frame2025.08 | 54.3 | 25.7 | |
| YOLOv7Model Type=RGB-ONLY, Pub. & Year=CVPR’2023, Input=RGB2025.08 | 52.7 | 26.4 | |
| YOLOXModel Type=RGB-ONLY, Pub. & Year=arXiv’2021, Input=RGB2025.08 | 51.4 | 24.3 | |
| SODFormerModel Type=Multi-modal, Pub. & Year=TPAMI’2023, Input=RGB, Event Frame2025.08 | 50.4 | 20.7 | |
| YOLOv5Model Type=RGB-ONLY, Pub. & Year=arXiv’2020, Input=RGB2025.08 | 50.2 | 22.6 | |
| SMambaModel Type=Event-ONLY, Pub. & Year=AAAI’2025, Input=Voxel2025.08 | 47.9 | 23.5 | |
| SASTModel Type=Event-ONLY, Pub. & Year=CVPR’2024, Input=Voxel2025.08 | 46.2 | 22.1 | |
| EOLOModel Type=Multi-modal, Pub. & Year=ICRA’2024, Input=RGB, Event Frame2025.08 | 44.8 | 19.4 | |
| RVTModel Type=Event-ONLY, Pub. & Year=CVPR’2023, Input=Voxel2025.08 | 44.1 | 20.3 | |
| YOLOXModel Type=Event-ONLY, Pub. & Year=arXiv’2021, Input=Event Frame2025.08 | 43.7 | 20.5 | |
| RENetModel Type=Multi-modal, Pub. & Year=ICRA’2023, Input=RGB, E-TMA2025.08 | 42.5 | 18.7 | |
| FPN-fusionModel Type=Multi-modal, Pub. & Year=ICRA’2022, Input=RGB, Voxel2025.08 | 40.3 | 15.2 | |
| RetinaNetModel Type=RGB-ONLY, Pub. & Year=CVPR’2017, Input=RGB2025.08 | 39.2 | 13.9 | |
| DMANetModel Type=Event-ONLY, Pub. & Year=AAAI’2023, Input=EventPillars2025.08 | 30.6 | 12.1 |