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Instance Segmentation on COCO 2017

53APm

RevCol-H

Updated 12d ago

Evaluation Results

Method
RevCol-H 2023.05	53	-	-	-	-	-	-
ONE-PEACE 2023.05	52.9	-	-	-	-	-	-
ViTDet 2023.05	52	-	-	-	-	-	-
ViT-Adapter 2023.05	51.1	-	-	-	-	-	-
Vanilla 2024.05	46	69	50	27	49	64	-
TransNeXt-Base 2024.05	45.9	70.5	49.7	-	-	-	-
MaxViT-B 2022.04	45.7	70.3	50	-	-	-	-
ConvNeXt-B 2022.04	45.6	68.9	49.5	-	-	-	-
TransNeXt-Small 2024.05	45.5	69.8	49.1	-	-	-	-
MaxViT-S 2022.04	45.4	69.8	49.5	-	-	-	-
As-ViT-L 2022.04	45.2	69.7	49.8	-	-	-	-
ConvNeXt-S 2022.04	45	68.4	49.1	-	-	-	-
Swin-S 2022.04	45	68.2	48.8	-	-	-	-
Swin-B 2022.04	45	68.1	48.9	-	-	-	-
AdaRoute 2026.02	44.8	69.2	48.4	-	-	-	-
MaxViT-T 2022.04	44.6	69.1	48.4	-	-	-	-
TransNeXt-Tiny 2024.05	44.6	68.6	48.1	-	-	-	-
Mona 2026.02	44.4	68.4	48.1	-	-	-	-
UVIT-B 2022.04	44.3	68.7	48.3	-	-	-	-
UVIT-S 2022.04	44.1	68.2	48	-	-	-	-
AdaRoute 2026.02	44	68.4	47.6	-	-	-	-
CSWin-B 2024.05	43.9	67.8	47.3	-	-	-	-
VMamba-B† 2024.05	43.9	67.7	47.6	-	-	-	-
Mona 2026.02	43.9	68.2	47.6	-	-	-	-
Full-tuning 2026.02	43.8	68.1	47.3	-	-	-	-
CoLoRA 2026.02	43.8	67.8	47.5	-	-	-	-
ConvNeXt-T 2022.04	43.7	66.5	47.3	-	-	-	-
Swin-T 2022.04	43.7	66.6	47.3	-	-	-	-
BiFormer-B 2023.03	43.7	67.6	47.1	-	-	-	-
VMamba-S† 2024.05	43.7	67.3	47	-	-	-	-
BiFormer-B 2024.10	43.7	67.6	47.1	-	-	-	-
vHeat-S 2024.05	43.7	-	-	-	-	-	-
UVIT-T 2022.04	43.6	67.7	47.2	-	-	-	-
SG-Former-M 2024.05	43.6	66.9	47	-	-	-	-
FocalNet-B 2024.05	43.5	67.9	46.7	-	-	-	-
AdaRoute 2026.02	43.5	67.5	46.9	-	-	-	-
DeiT-B 2026.03	43.49	66.25	47.05	24.69	46.03	61.05	-
BinaryAttention-B 2026.03	43.49	66.28	47.15	24.28	46.17	62.23	-
DeiT-B 2026.03	43.49	66.25	47.05	24.69	46.03	61.05	-
BinaryAttention-B 2026.03	43.49	66.28	47.15	24.28	46.17	62.23	-
SageAttention-B 2026.03	43.48	66.27	47.06	24.55	45.98	61.06	-
SageAttention-B 2026.03	43.48	66.27	47.06	24.55	45.98	61.06	-
InternImage-S 2024.10	43.3	67.1	46.7	-	-	-	-
LoRA 2026.02	43.3	67.2	46.8	-	-	-	-
BinaryAttention-B 2026.03	43.24	66.75	46.44	24.6	46.1	61.03	-
BiFormer-S 2023.03	43.2	66.8	46.5	-	-	-	-
CSWin-S 2023.03	43.2	67.1	46.2	-	-	-	-
CSWin-S 2024.05	43.2	67.1	46.2	-	-	-	-
LocalVMamba-S 2024.05	43.2	66.7	46.5	-	-	-	-
BiFormer-S 2024.10	43.2	66.8	46.5	-	-	-	-
CSWin-S 2024.10	43.2	67.1	46.2	-	-	-	-
DeBiFormer-B 2024.10	43.2	67.2	46.4	-	-	-	-
Swin-S 2024.05	43.2	-	-	-	-	-	-
CoLoRA 2026.02	43.2	67.2	46.7	-	-	-	-
Mona 2026.02	43.2	67	46.7	-	-	-	-
Full-tuning 2026.02	43.2	66.8	46.7	-	-	-	-
FocalNet-S 2024.05	43.1	67.4	46.2	-	-	-	-
VMamba-B 2024.05	43.1	67	46.4	-	-	-	-
RepAdapter 2026.02	43.1	67.3	46.7	-	-	-	-
Wave-ViT-B* 2023.03	43	66.4	46	-	-	-	-
VMamba-S 2024.05	43	66.6	46.4	-	-	-	-
MambaOut-Base 2024.05	43	66.4	46.3	-	-	-	-
vHeat-B 2024.05	43	-	-	-	-	-	-
Full-tuning 2026.02	43	66.9	46.3	-	-	-	-
SageAttention-B 2026.03	42.99	66.5	46.29	23.82	45.65	61.83	-
DeiT-B 2026.03	42.98	66.48	46.29	23.82	45.64	61.85	-
ConvNeXt-S 2024.05	42.9	-	-	-	-	-	-
Full-tuning 2026.02	42.8	66.6	46	-	-	-	-
AdaptFormer 2026.02	42.8	67	46	-	-	-	-
BinaryAttention-S 2026.03	42.72	65.42	46.09	23.8	45.23	61.37	-
BinaryAttention-S 2026.03	42.72	65.42	46.09	23.8	45.23	61.37	-
CrossFormer-B 2023.03	42.7	66.6	46.2	-	-	-	-
VMamba-T† 2024.05	42.7	66.3	46	-	-	-	-
MambaOut-Small 2024.05	42.7	66.1	46.2	-	-	-	-
ConvNeXt-B 2024.05	42.7	66.3	46	-	-	-	-
CrossFormer-B 2024.10	42.7	66.6	46.2	-	-	-	-
Agent-Swin-S 2024.10	42.7	66.6	45.8	-	-	-	-
ConvNeXt-B 2024.05	42.7	-	-	-	-	-	-
AdaRoute 2026.02	42.7	66.7	46.2	-	-	-	-
SG-Former-S 2024.05	42.6	65.9	46	-	-	-	-
DeiT-S 2026.03	42.52	65.12	45.9	23.32	45.4	60.89	-
DeiT-S 2026.03	42.52	65.12	45.9	23.32	45.4	60.89	-
SageAttention-S 2026.03	42.51	65.13	45.93	23.41	45.38	60.88	-
SageAttention-S 2026.03	42.51	65.13	45.93	23.41	45.38	60.88	-
DAT-S 2023.03	42.5	66.7	45.4	-	-	-	-
PVTv2-B3 2024.05	42.5	65.7	45.7	-	-	-	-
PVTv2-B5 2024.05	42.5	65.7	46	-	-	-	-
InternImage-T 2024.10	42.5	66.1	45.8	-	-	-	-
DeBiFormer-S 2024.10	42.5	66.2	45.7	-	-	-	-
DAT-S 2024.10	42.5	66.7	45.4	-	-	-	-
AdaptFormer 2026.02	42.5	66.4	45.8	-	-	-	-
WaveViT-S* 2023.03	42.4	65.5	45.8	-	-	-	-
vHeat-T 2024.05	42.4	-	-	-	-	-	-
Mona 2026.02	42.4	66.2	45.6	-	-	-	-
Swin-B 2024.05	42.3	-	-	-	-	-	-
vHeat-S 2024.05	42.3	-	-	-	-	-	-
Swin-B 2024.05	42.3	-	-	-	-	-	-
LoRA 2026.02	42.3	66.2	45.7	-	-	-	-
RepAdapter 2026.02	42.3	65.9	45.8	-	-	-	-
RepAdapter 2026.02	42.3	66.8	46.3	-	-	-	-

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