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Instance Segmentation on MS-COCO (Standard AP Metrics)

50.8AP

DINAT-L

Updated 1mo ago

Evaluation Results

Method
DINAT-L 2022.09	50.8	75	30.9	54.7	72.1	-	-	-	-
Swin-L 2022.09	50.1	-	29.9	53.9	72.1	-	-	-	-
DAT-S++ 2023.09	45.7	69.9	27.6	49.2	64.3	49.7	-	-	-
DAT-T++ 2023.09	45.1	69.2	26.7	48.5	64	48.7	-	-	-
CSWin-B 2023.09	44.9	69.1	-	-	-	48.3	-	-	-
InternImage-B 2023.09	44.8	68.7	26.8	47.6	63.1	48	-	-	-
DAT-S++ 2023.09	44.5	68.7	25	48	63.3	48.2	-	-	-
InternImage-S 2023.09	44.5	68.5	24.8	47.7	62.9	47.8	-	-	-
CSWin-S 2023.09	44.5	68.4	-	-	-	47.7	-	-	-
InternImage-B 2023.09	44	67.8	24.3	47.2	62.5	47.4	-	-	-
DAT-S 2023.09	44	68	27.8	47.7	59.5	47.5	-	-	-
CSWin-B 2023.09	43.9	67.8	-	-	-	47.3	-	-	-
DiNAT-S 2023.09	43.9	68	24.4	47.1	63.1	47.4	-	-	-
S2D 2026.02	43.8	-	-	-	-	-	-	-	-
DAT-T++ 2023.09	43.7	67.9	24.5	47.4	62.4	47.3	-	-	-
InternImage-T 2023.09	43.7	67.3	24.3	47	62.5	47.3	-	-	-
CSWin-T 2023.09	43.6	67.9	-	-	-	46.6	-	-	-
AdamW 2026.02	43.6	-	-	-	-	-	-	-	-
DiNAT-T 2023.09	43.5	67.2	24.2	46.9	62.3	46.7	-	-	-
RegionViT-B+ 2023.09	43.5	67.1	25.1	46.4	62.1	47	-	-	-
ConvNeXt-B 2023.09	43.5	67.1	-	-	-	46.7	-	-	-
RegionViT-S+ 2023.09	43.4	67.1	24.3	46.4	62	47	-	-	-
InternImage-S 2023.09	43.3	67.1	23.1	46.8	62.5	46.7	-	-	-
Swin-S 2023.09	43.3	67.3	28.1	46.7	58.6	46.6	-	-	-
CSWin-S 2023.09	43.2	67.1	-	-	-	46.2	-	-	-
NAT-S 2023.09	43.2	66.9	23.3	46.6	61.8	46.4	-	-	-
S2D 2026.02	43.2	-	-	-	-	-	-	-	-
ConvNeXt-S 2023.09	42.9	66.9	-	-	-	46.2	-	-	-
S2D 2026.02	42.8	-	-	-	-	-	-	-	-
ConvNeXt-B 2023.09	42.7	66.3	-	-	-	46	-	-	-
PVTv2-B4 2023.09	42.7	66.1	23.3	45.6	62	46.1	-	-	-
NAT-T 2023.09	42.6	66	23.1	45.7	61.4	45.9	-	-	-
InternImage-T 2023.09	42.5	66.1	22.7	45.7	61.2	45.8	-	-	-
PVTv2-B5 2023.09	42.5	65.7	22.4	45.8	61.1	46	-	-	-
DAT-S 2023.09	42.5	66.7	25.5	45.8	58.5	45.4	-	-	-
DAT-T 2023.09	42.4	66.1	27.2	45.8	57.1	45.5	-	-	-
CSWin-T 2023.09	42.2	65.6	-	-	-	45.4	-	-	-
AdamW 2026.02	41.9	-	-	-	-	-	-	-	-
ConvNeXt-S 2023.09	41.8	65.2	-	-	-	45.1	-	-	-
ConvNeXt-T 2023.09	41.7	65	21.9	44.8	59.8	45	-	-	-
Swin-T 2023.09	41.6	65.1	25.9	45.1	56.9	44.9	-	-	-
RegionViT-B+ 2023.09	41.6	65.2	21.6	44.4	60.5	44.8	-	-	-
S2D 2026.02	41.4	-	-	-	-	-	-	-	-
PVTv2-B2 2023.09	41.2	64.2	22	43.7	59.4	44.4	-	-	-
Swin-S 2023.09	41.1	64.9	25.1	44.3	56.6	44.2	-	-	-
RegionViT-S+ 2023.09	40.9	64.1	21.6	43.4	58.9	44	-	-	-
ScaleKD 2024.11	40.8	-	21.8	43.7	59.8	-	-	-	-
DAT-T 2023.09	40.4	64.2	23.9	43.8	55.5	43.1	-	-	-
ConvNeXt-T 2023.09	40.1	63.3	-	-	-	42.8	-	-	-
AdamW 2026.02	39.9	-	-	-	-	-	-	-	-
Swin-T 2023.09	39.8	63.3	24.2	43.1	54.6	42.7	-	-	-
Baseline 2024.11	39.3	-	20.5	41.8	57.8	-	-	-	-
ScaleKD 2024.11	39.1	-	19.3	42.5	57.1	-	-	-	-
Baseline 2024.11	37.1	-	18	40.1	54.9	-	-	-	-
AdamW 2026.02	36.5	-	-	-	-	-	-	-	-
SAM FTI-FDet 2026.03	36	56.6	-	-	-	-	-	-	49.5
RSPrompter 2026.03	35.2	54.3	-	-	-	-	-	-	51
S2D 2026.02	34.4	-	-	-	-	-	-	-	-
SAM-seg 2026.03	33.2	53.3	-	-	-	-	-	-	42
FastSAM 2026.03	32.6	51.8	-	-	-	-	-	-	49
S2D 2026.02	20.7	-	-	-	-	-	-	-	-
S2D 2026.02	13	-	-	-	-	-	-	-	-
AdamW 2026.02	11.7	-	-	-	-	-	-	-	-
AdamW 2026.02	1.9	-	-	-	-	-	-	-	-
AdamW 2026.02	0.5	-	-	-	-	-	-	-	-
ResNet-50 2024.07	-	-	-	34.7	-	-	55.7	37.2	-
Swin-T 2024.07	-	-	-	39.3	-	-	62.2	42.2	-
ConvNeXt-T 2024.07	-	-	-	40.1	-	-	63.3	42.8	-
VMamba-T 2024.07	-	-	-	42.7	-	-	66.3	46	-
LocalVMamba-T 2024.07	-	-	-	42.2	-	-	65.7	45.5	-
GroupMamba-T 2024.07	-	-	-	42.9	-	-	66.5	46.3	-