Object Detection on MS COCO (APb Metrics)
51.8APbDeformba-B
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| Deformba-BSchedule=3x MS, Resolution=1280 x 800, #Param.=106M, FLOPs=496G2026.05 | 51.8 | 72.4 | 56.8 | |
| VSSD-SSchedule=3x MS, Resolution=1280 x 800, #Param.=77M, FLOPs=381G2026.05 | 50.7 | — | 55.8 | |
| Deformba-SSchedule=3x MS, Resolution=1280 x 800, #Param.=64M, FLOPs=374G2026.05 | 50.7 | 71.9 | 55.7 | |
| Deformba-BSchedule=1x, Resolution=1280 x 800, #Param.=106M, FLOPs=496G2026.05 | 50.6 | 72 | 55.8 | |
| Spatial-Mamba-SSchedule=3x MS, Resolution=1280 x 800, #Param.=63M, FLOPs=315G2026.05 | 50.5 | 71.5 | 55.7 | |
| Spatial-Mamba-BSchedule=1x, Resolution=1280 x 800, #Param.=115M, FLOPs=494G2026.05 | 50.4 | 71.8 | 55.3 | |
| Deformba-TSchedule=3x MS, Resolution=1280 x 800, #Param.=45M, FLOPs=266G2026.05 | 50.1 | 71.2 | 54.9 | |
| Deformba-SSchedule=1x, Resolution=1280 x 800, #Param.=64M, FLOPs=374G2026.05 | 50 | 71.5 | 55 | |
| VSSD-BSchedule=1x, Resolution=1280 x 800, #Param.=108M, FLOPs=506G2026.05 | 49.9 | 72.1 | 54.7 | |
| VMamba-SSchedule=3x MS, Resolution=1280 x 800, #Param.=70M, FLOPs=349G2026.05 | 49.9 | 70.9 | 54.7 | |
| LocalVMamba-SSchedule=3x MS, Resolution=1280 x 800, #Param.=69M, FLOPs=414G2026.05 | 49.9 | 70.5 | 54.4 | |
| MSVMamba-SSchedule=3x MS, Resolution=1280 x 800, #Param.=70M, FLOPs=349G2026.05 | 49.7 | 70.9 | 54.3 | |
| VNCT-TTraining Schedule=3x + MS2026.07 | 49.7 | 71.3 | 54.6 | |
| Spatial-Mamba-TSchedule=3x MS, Resolution=1280 x 800, #Param.=46M, FLOPs=261G2026.05 | 49.3 | 70.7 | 54.3 | |
| Spatial-Mamba-SSchedule=1x, Resolution=1280 x 800, #Param.=63M, FLOPs=315G2026.05 | 49.2 | 70.8 | 54.2 | |
| VMamba-BSchedule=1x, Resolution=1280 x 800, #Param.=108M, FLOPs=485G2026.05 | 49.2 | 70.9 | 53.9 | |
| VSSD-TSchedule=3x MS, Resolution=1280 x 800, #Param.=52M, FLOPs=298G2026.05 | 49.1 | 71.2 | 53.5 | |
| VSSD-SSchedule=1x, Resolution=1280 x 800, #Param.=77M, FLOPs=381G2026.05 | 48.9 | 71.1 | 53.8 | |
| VMamba-TSchedule=3x MS, Resolution=1280 x 800, #Param.=50M, FLOPs=271G2026.05 | 48.8 | 70.4 | 53.5 | |
| VSSD-TTraining Schedule=3x + MS2026.07 | 48.8 | 70.4 | 53.4 | |
| VMamba-SSchedule=1x, Resolution=1280 x 800, #Param.=70M, FLOPs=349G2026.05 | 48.7 | 70 | 53.4 | |
| CSWin-BSchedule=1x, Resolution=1280 x 800, #Param.=88M, FLOPs=496G2026.05 | 48.7 | 70.4 | 53.9 | |
| MSVMamba-TSchedule=3x MS, Resolution=1280 x 800, #Param.=52M, FLOPs=275G2026.05 | 48.7 | 69.8 | 53.3 | |
| LocalVMamba-TSchedule=3x MS, Resolution=1280 x 800, #Param.=45M, FLOPs=291G2026.05 | 48.7 | 70.1 | 53 | |
| LocalVMamba-TTraining Schedule=3x + MS2026.07 | 48.7 | 70.1 | 53 | |
| Swin-BSchedule=3x MS, Resolution=1280 x 800, #Param.=107M, FLOPs=496G2026.05 | 48.6 | 70 | 53.4 | |
| ConvNeXt-BSchedule=3x MS, Resolution=1280 x 800, #Param.=108M, FLOPs=486G2026.05 | 48.5 | 70.1 | 53.3 | |
| VMamba-TTraining Schedule=3x + MS2026.07 | 48.5 | 69.9 | 52.9 | |
| PVTv2-B3Schedule=3x MS, Resolution=1280 x 800, #Param.=65M, FLOPs=397G2026.05 | 48.4 | 69.8 | 53.3 | |
| PVTv2-B5Schedule=3x MS, Resolution=1280 x 800, #Param.=102M, FLOPs=557G2026.05 | 48.4 | 69.2 | 52.9 | |
| Swin-SSchedule=3x MS, Resolution=1280 x 800, #Param.=69M, FLOPs=354G2026.05 | 48.2 | 69.8 | 52.8 | |
| Deformba-TSchedule=1x, Resolution=1280 x 800, #Param.=45M, FLOPs=266G2026.05 | 48.1 | 69.8 | 52.6 | |
| MSVMamba-SSchedule=1x, Resolution=1280 x 800, #Param.=70M, FLOPs=349G2026.05 | 48.1 | 70.1 | 52.8 | |
| CSWin-SSchedule=1x, Resolution=1280 x 800, #Param.=54M, FLOPs=342G2026.05 | 47.9 | 70.1 | 52.6 | |
| ConvNeXt-SSchedule=3x MS, Resolution=1280 x 800, #Param.=70M, FLOPs=348G2026.05 | 47.9 | 70 | 52.7 | |
| PVTv2-B2Schedule=3x MS, Resolution=1280 x 800, #Param.=45M, FLOPs=309G2026.05 | 47.8 | 69.7 | 52.6 | |
| VNCT-TTraining Schedule=1x2026.07 | 47.8 | 70.3 | 52.6 | |
| Spatial-Mamba-TSchedule=1x, Resolution=1280 x 800, #Param.=46M, FLOPs=261G2026.05 | 47.6 | 69.6 | 52.3 | |
| DefMamba-SSchedule=1x, Resolution=1280 x 800, FLOPs=268G2026.05 | 47.5 | 69.6 | 51.7 | |
| MambaOut-SSchedule=1x, Resolution=1280 x 800, #Param.=65M, FLOPs=354G2026.05 | 47.4 | 69.1 | 52.4 | |
| VMamba-TSchedule=1x, Resolution=1280 x 800, #Param.=50M, FLOPs=271G2026.05 | 47.3 | 69.3 | 52 | |
| DAT-SSchedule=1x, Resolution=1280 x 800, #Param.=69M, FLOPs=378G2026.05 | 47.1 | 69.9 | 51.5 | |
| VSSD-TSchedule=1x, Resolution=1280 x 800, #Param.=52M, FLOPs=298G2026.05 | 47 | 69.5 | 51.6 | |
| ViT-Adapter-BSchedule=1x, Resolution=1280 x 800, #Param.=102M, FLOPs=557G2026.05 | 47 | 68.2 | 51.4 | |
| ConvNeXt-BSchedule=1x, Resolution=1280 x 800, #Param.=111M, FLOPs=507G2026.05 | 47 | 69.4 | 51.7 | |
| MSVMamba-TSchedule=1x, Resolution=1280 x 800, #Param.=52M, FLOPs=275G2026.05 | 46.9 | 68.7 | 51.4 | |
| Swin-BSchedule=1x, Resolution=1280 x 800, #Param.=107M, FLOPs=496G2026.05 | 46.9 | 69.2 | 51.6 | |
| VSSD-TTraining Schedule=1x2026.07 | 46.9 | 69.4 | 51.4 | |
| CSWin-TSchedule=1x, Resolution=1280 x 800, #Param.=42M, FLOPs=279G2026.05 | 46.7 | 68.6 | 51.3 | |
| LocalVMamba-TTraining Schedule=1x2026.07 | 46.7 | 68.7 | 50.8 | |
| VMamba-TTraining Schedule=1x2026.07 | 46.5 | 68.5 | 50.7 | |
| ConvNeXt-TSchedule=3x MS, Resolution=1280 x 800, #Param.=48M, FLOPs=262G2026.05 | 46.2 | 67.9 | 50.8 | |
| ConvNeXt-TTraining Schedule=3x + MS2026.07 | 46.2 | 67.9 | 50.8 | |
| Swin-TSchedule=3x MS, Resolution=1280 x 800, #Param.=48M, FLOPs=267G2026.05 | 46 | 68.1 | 50.3 | |
| Swin-TTraining Schedule=3x + MS2026.07 | 46 | 68.1 | 50.3 | |
| ConvNeXt-SSchedule=1x, Resolution=1280 x 800, #Param.=70M, FLOPs=348G2026.05 | 45.4 | 67.9 | 50 | |
| MambaOut-TSchedule=1x, Resolution=1280 x 800, #Param.=43M, FLOPs=262G2026.05 | 45.1 | 67.3 | 49.6 | |
| Swin-SSchedule=1x, Resolution=1280 x 800, #Param.=69M, FLOPs=354G2026.05 | 44.8 | 66.6 | 48.9 | |
| DAT-TSchedule=1x, Resolution=1280 x 800, #Param.=48M, FLOPs=272G2026.05 | 44.4 | 67.6 | 48.5 | |
| ConvNeXt-TSchedule=1x, Resolution=1280 x 800, #Param.=48M, FLOPs=262G2026.05 | 44.2 | 66.6 | 48.3 | |
| ConvNeXt-TTraining Schedule=1x2026.07 | 44.2 | 66.6 | 48.3 | |
| Swin-TSchedule=1x, Resolution=1280 x 800, #Param.=48M, FLOPs=267G2026.05 | 42.7 | 65.2 | 46.8 | |
| Swin-TTraining Schedule=1x2026.07 | 42.7 | 65.2 | 46.8 |