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Instance Segmentation on MS COCO (mAP Mask)

47.9mAP Mask

InfoMamba-B

Updated 13d ago

Evaluation Results

Method
InfoMamba-B 2026.03	47.9	70.7	52.2
InfoMamba-S 2026.03	47.4	70.5	51.7
InfoMamba-T 2026.03	46.5	69.3	50.7
MAE 2022.12	46.4	-	-
MSG-MAE 2022.12	46.1	-	-
MAE 2022.12	45.9	-	-
MSG-MAE 2022.12	45.8	-	-
DSeq-C-JEPA 2025.11	45.7	-	-
MambaVision-B 2026.03	45.7	68.7	49.4
ConvNeXt-B 2026.03	45.6	68.9	49.5
Deformba-B 2026.05	45.6	69.8	49.3
MAE 2022.12	45.5	-	-
MAE 2022.12	45.4	-	-
C-JEPA 2025.11	45.3	-	-
MambaVision-S 2026.03	45.2	68.5	48.9
Deformba-B 2026.05	45.2	69.3	48.9
MAE 2022.12	45.1	-	-
Spatial-Mamba-B 2026.05	45.1	69.1	49.1
VSSD-S 2026.05	45.1	69.4	48.8
Deformba-S 2026.05	45.1	69.2	48.9
DSeq-JEPA 2025.11	45	-	-
Swin-S 2026.03	45	68.2	48.8
ConvNeXt-S 2026.03	45	68.4	49.1
Swin-B 2026.03	45	68.1	48.9
MAE 2022.12	44.9	-	-
MAE 2025.11	44.9	-	-
VSSD-B 2026.05	44.8	69.1	48.3
Deformba-S 2026.05	44.7	68.7	48.3
Spatial-Mamba-S 2026.05	44.6	68.7	68.7
I-JEPA 2025.11	44.5	-	-
Deformba-T 2026.05	44.5	68.5	48.2
BEIT 2022.12	44.4	-	-
MambaVision-T 2026.03	44.3	67.3	47.9
iBOT 2025.11	44.2	-	-
MSVMamba-S 2026.05	44.2	68	47.9
VMamba-S 2026.05	44.2	68.2	47.7
VMamba-B 2026.03	44.1	68.3	47.7
LocalVMamba-S 2026.05	44.1	67.8	47.4
Spatial-Mamba-S 2026.05	44	67.9	47.5
VSSD-T 2026.05	44	67.6	47.4
VSSD-S 2026.05	43.9	68.1	47.4
CSWin-B 2026.05	43.9	67.8	47.3
VMamba-B 2026.05	43.9	67.7	47.6
MFilMamba-B 2026.03	43.8	67.7	47.6
Spatial-Mamba-T 2026.05	43.8	67.8	47.2
Swin-T 2026.03	43.7	66.6	47.3
ConvNeXt-T 2026.03	43.7	66.5	47.3
VMamba-S 2026.03	43.7	67.3	47
VMamba-S 2026.05	43.7	67.3	47
VMamba-T 2026.05	43.7	67.4	47
ConvNeXt-B 2026.05	43.5	67.1	46.7
DINO 2025.11	43.4	-	-
MSVMamba-T 2026.05	43.4	67.2	46.8
LocalVMamba-T 2026.05	43.4	67	46.4
Deformba-T 2026.05	43.3	66.8	46.5
Swin-B 2026.05	43.3	67.1	46.7
CSWin-S 2026.05	43.2	67.1	46.2
MSVMamba-S 2026.05	43.2	67.3	46.5
Swin-S 2026.05	43.2	67	46.1
PVTv2-B3 2026.05	43.2	66.9	46.7
MFilMamba-S 2026.03	43.1	66.8	46.4
PVTv2-B2 2026.05	43.1	66.8	46.7
MambaOut-Base 2026.03	43	66.4	46.3
Spatial-Mamba-T 2026.05	42.9	66.5	46.2
ConvNeXt-S 2026.05	42.9	66.9	46.2
PVTv2-B5 2026.05	42.9	66.6	46.2
VSSD-T 2026.05	42.8	66.5	46.1
DefMamba-S 2026.05	42.8	66.3	46.2
MoCo v3 2022.12	42.7	-	-
VMamba-T 2026.03	42.7	66.4	45.9
MFilMamba-T 2026.03	42.7	66.2	46
MambaOut-Small 2026.03	42.7	66.1	46.2
ConvNeXt-B 2026.03	42.7	66.3	46
VMamba-T 2026.05	42.7	66.4	45.9
MambaOut-S 2026.05	42.7	66.1	46.2
ConvNeXt-B 2026.05	42.7	66.3	46
DAT-S 2026.03	42.5	66.7	45.4
MSVMamba-T 2026.05	42.5	66.2	45.8
DAT-S 2026.05	42.5	66.7	45.4
FractalMamba-T 2026.03	42.4	65.9	45.8
DAT-T 2026.05	42.4	66.1	45.5
Swin-B 2026.03	42.3	-	-
Swin-B 2026.05	42.3	66	45.5
CSWin-T 2026.05	42.2	65.6	45.4
ConvNeXt-S 2026.03	41.8	65.2	45.1
ViT-Adapter-B 2026.03	41.8	65.1	44.9
ConvNeXt-S 2026.05	41.8	65.2	45.1
ViT-Adapter-B 2026.05	41.8	65.1	44.9
X101-64 2026.03	41.7	64	45.1
ConvNeXt-T 2026.05	41.7	65	44.9
X101-32 2026.03	41.6	63.9	45.2
Swin-T 2026.05	41.6	65.1	44.9
DeiT-Small, 16×16 patches 2026.03	41.4	64.2	44.3
PlainMamba-L3 2026.03	41.2	64.7	43.9
MambaOut-Tiny 2026.03	41	64.1	44.1
MambaOut-T 2026.05	41	64.1	44.1
Swin-S 2026.03	40.9	63.2	44.2
Swin-S 2026.05	40.9	63.2	44.2
PlainMamba-L2 2026.03	40.6	63.8	43.6
DAT-T 2026.03	40.4	64.2	43.1

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