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ResearchFormerly WizWand

Object Detection on COCO (APb, APb_50)

52.5APbGraphScan-Mamba-B
42.30844.95447.650.246May 11, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GraphScan-Mamba-BBackbone=GraphScan-Mamba-B, #P=112M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0552.573.2
GraphScan-Mamba-SBackbone=GraphScan-Mamba-S, #P=69M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.055272.8
GraphScan-Mamba-BBackbone=GraphScan-Mamba-B, #P=112M, Schedule=1x, Detector framework=Mask R-CNN2026.0551.973
DAMamba-BBackbone=DAMamba-B, #P=105M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0551.472.3
DAMamba-SBackbone=DAMamba-S, #P=65M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0551.272.1
GraphScan-Mamba-TBackbone=GraphScan-Mamba-T, #P=47M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.055171.9
GraphScan-Mamba-SBackbone=GraphScan-Mamba-S, #P=69M, Schedule=1x, Detector framework=Mask R-CNN2026.0550.772.1
DAMamba-BBackbone=DAMamba-B, #P=105M, Schedule=1x, Detector framework=Mask R-CNN2026.0550.671.9
Spatial-Mamba-SBackbone=Spatial-Mamba-S, #P=63M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0550.571.5
DAMamba-TBackbone=DAMamba-T, #P=45M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0550.471.4
Spatial-Mamba-BBackbone=Spatial-Mamba-B, #P=115M, Schedule=1x, Detector framework=Mask R-CNN2026.0550.471.8
VMamba-SBackbone=VMamba-S, #P=70M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0549.970.9
LocalVMamba-SBackbone=LocalVMamba-S, #P=69M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0549.970.5
DAMamba-SBackbone=DAMamba-S, #P=65M, Schedule=1x, Detector framework=Mask R-CNN2026.0549.871.2
Spatial-Mamba-TBackbone=Spatial-Mamba-T, #P=46M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0549.370.7
Spatial-Mamba-SBackbone=Spatial-Mamba-S, #P=63M, Schedule=1x, Detector framework=Mask R-CNN2026.0549.270.8
VMamba-BBackbone=VMamba-B, #P=108M, Schedule=1x, Detector framework=Mask R-CNN2026.0549.271.4
GraphScan-Mamba-TBackbone=GraphScan-Mamba-T, #P=47M, Schedule=1x, Detector framework=Mask R-CNN2026.0549.170.9
VMamba-TBackbone=VMamba-T, #P=50M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.870.4
VSSD-TBackbone=VSSD-T, #P=44M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.870.4
LocalVMamba-TBackbone=LocalVMamba-T, #P=45M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.770.1
VMamba-SBackbone=VMamba-S, #P=70M, Schedule=1x, Detector framework=Mask R-CNN2026.0548.770
BiFormer-BBackbone=BiFormer-B, Schedule=1x, Detector framework=Mask R-CNN2026.0548.670.5
Swin-BBackbone=Swin-B, #P=107M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.670
DAMamba-TBackbone=DAMamba-T, #P=45M, Schedule=1x, Detector framework=Mask R-CNN2026.0548.570.3
ConvNeXt-BBackbone=ConvNeXt-B, #P=107M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.570.1
NAT-SBackbone=NAT-S, #P=70M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.469.8
LocalVMamba-SBackbone=LocalVMamba-S, #P=69M, Schedule=1x, Detector framework=Mask R-CNN2026.0548.469.9
VSSD-SBackbone=VSSD-S, #P=59M, Schedule=1x, Detector framework=Mask R-CNN2026.0548.470.1
MSVMamba-TBackbone=MSVMamba-T, #P=53M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.369.5
Swin-SBackbone=Swin-S, #P=69M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0548.269.8
ConvNeXt-SBackbone=ConvNeXt-S, #P=70M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0547.970
BiFormer-SBackbone=BiFormer-S, Schedule=1x, Detector framework=Mask R-CNN2026.0547.869.8
NAT-TBackbone=NAT-T, #P=48M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0547.769
GroupMamba-TBackbone=GroupMamba-T, #P=40M, Schedule=1x, Detector framework=Mask R-CNN2026.0547.669.8
Spatial-Mamba-TBackbone=Spatial-Mamba-T, #P=46M, Schedule=1x, Detector framework=Mask R-CNN2026.0547.669.6
VMamba-TBackbone=VMamba-T, #P=50M, Schedule=1x, Detector framework=Mask R-CNN2026.0547.369.3
ConvNeXt-BBackbone=ConvNeXt-B, #P=107M, Schedule=1x, Detector framework=Mask R-CNN2026.054769.4
MSVMamba-TBackbone=MSVMamba-T, #P=53M, Schedule=1x, Detector framework=Mask R-CNN2026.0546.968.8
VSSD-TBackbone=VSSD-T, #P=44M, Schedule=1x, Detector framework=Mask R-CNN2026.0546.969.4
Swin-BBackbone=Swin-B, #P=107M, Schedule=1x, Detector framework=Mask R-CNN2026.0546.969.2
LocalVMamba-TBackbone=LocalVMamba-T, #P=45M, Schedule=1x, Detector framework=Mask R-CNN2026.0546.768.7
ConvNeXt-TBackbone=ConvNeXt-T, #P=48M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.0546.267.9
Swin-TBackbone=Swin-T, #P=48M, Schedule=3x+MS, Detector framework=Mask R-CNN2026.054668.1
ConvNeXt-SBackbone=ConvNeXt-S, #P=70M, Schedule=1x, Detector framework=Mask R-CNN2026.0545.467.9
Swin-SBackbone=Swin-S, #P=69M, Schedule=1x, Detector framework=Mask R-CNN2026.0544.868.6
ConvNeXt-TBackbone=ConvNeXt-T, #P=48M, Schedule=1x, Detector framework=Mask R-CNN2026.0544.266.6
Swin-TBackbone=Swin-T, #P=48M, Schedule=1x, Detector framework=Mask R-CNN2026.0542.765.2