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Few-shot Segmentation on COCO 20^i (test)

60mIoU

LLaFS

Updated 3d ago

Evaluation Results

Method
LLaFS 2023.11	60	-	-	-	-	-	53.2	63.8	63.1	60
FPTrans 2022.10	58.9	54.2	62.5	61.3	57.6	-	-	-	-	-
SCCAN 2023.08	57	49.4	61.7	61.9	55	74.8	-	-	-	-
Baseline 2022.10	56.8	53.9	60.1	58.9	54.4	-	-	-	-	-
SCCAN 2023.08	56.7	49.4	61.4	60.2	55.8	74.8	-	-	-	-
HDMNet 2023.11	56	-	-	-	-	-	50.6	61.6	55.7	56
SCCAN† 2023.08	55.1	49	59.3	59.4	52.7	73.4	-	-	-	-
SCCAN 2023.08	54.1	47.8	58.5	56.6	53.4	73.2	-	-	-	-
VAT + MSI 2022.12	54	49.3	58	56.1	52.7	-	-	-	-	-
SCCAN 2023.08	53.9	47.6	57.7	57.5	53	74.2	-	-	-	-
SCCAN 2023.08	53.9	47.2	57.2	59.2	52.1	74.2	-	-	-	-
LLaFS 2023.11	53.9	-	-	-	-	-	47.5	58.8	56.2	53
SCCAN 2023.11	53.9	-	-	-	-	-	47.2	57.2	59.2	52.1
FPTrans 2022.10	53.8	49.9	56.5	55.4	53.2	-	-	-	-	-
MIANet 2023.11	53.3	-	-	-	-	-	58.2	51.3	51.9	51.7
MSI 2023.11	53	-	-	-	-	-	47.1	54.9	54.1	51.9
HSNet + MSI 2022.12	52.6	48	57.3	52.6	52.6	-	-	-	-	-
SCCAN† 2023.08	52.3	45.7	56.4	56.5	50.7	72.2	-	-	-	-
VAT + MSI 2022.12	52	47.1	54.9	54.1	51.9	-	-	-	-	-
DCAMA 2023.08	51.9	48	58	54.3	47.1	73.3	-	-	-	-
DCAMA 2022.12	51.9	48	58	54.3	47.1	-	-	-	-	-
BAM 2022.10	51.2	49.3	54.2	51.6	49.6	-	-	-	-	-
BAM 2022.12	51.2	49.3	54.2	51.6	49.6	-	-	-	-	-
BAM 2023.11	51.2	-	-	-	-	-	49.3	54.2	51.6	49.6
MCE 2023.08	51.04	-	-	-	-	-	47.8	55.24	50.78	50.33
SCCAN 2023.08	50.9	45.4	54.7	52.7	50.7	71.8	-	-	-	-
Baseline 2022.10	50.8	48.2	53.5	52.9	48.8	-	-	-	-	-
HSNet + MSI 2022.12	50.3	45.3	53.5	53.1	49.3	-	-	-	-	-
HDMNet 2023.11	50	-	-	-	-	-	43.8	55.3	51.6	49.4
DCAMA 2023.08	49.9	45.7	54.7	52.7	46.4	67.5	-	-	-	-
VAT + MSI 2022.12	49.8	44.8	54.2	52.3	48	-	-	-	-	-
HSNet 2022.10	49.5	45.9	53	51.8	47.1	-	-	-	-	-
HSNet 2022.12	49.5	45.9	53	51.8	47.1	-	-	-	-	-
ASNet 2022.12	49.5	48	52.1	49.7	48.2	-	-	-	-	-
VAT 2022.12	49.4	45.2	54.1	51.1	47.1	-	-	-	-	-
DACM (VAT) 2022.07	49.2	45.2	52.2	51.5	47.7	72.9	-	-	-	-
ABCNet 2023.11	49.1	-	-	-	-	-	45.1	51.7	52.6	46.4
BAM* 2023.08	49.04	-	-	-	-	-	46.98	51.87	49.49	47.81
ASNet + MSI 2022.12	48.9	47.7	49.9	49	48.8	-	-	-	-	-
HSNet† 2023.08	48.5	45.1	52.3	48.5	47.9	72.1	-	-	-	-
BAM+SVF 2022.06	48.47	-	-	-	-	-	46.87	53.8	48.43	44.78
MM-Former 2023.11	48.4	-	-	-	-	-	44	52.4	47.4	50
IPMT 2023.11	48.4	-	-	-	-	-	49.7	48.7	47.9	47.5
DCAMA 2023.08	48.3	45.9	50.5	50.7	46	71.7	-	-	-	-
DCAMA 2022.12	48.3	45.9	50.5	50.7	46	-	-	-	-	-
SCCAN 2023.08	48.2	42.6	51.4	50	48.8	69.7	-	-	-	-
DACM 2022.07	48.1	44.6	52	49.2	46.4	71.6	-	-	-	-
PFENet+SVF 2022.06	48.02	-	-	-	-	-	46.88	50.86	47.69	46.64
SCCAN 2023.08	48	42.3	52.2	49.5	47.9	69.8	-	-	-	-
VAT 2022.07	47.9	44.1	51.1	50.2	46.1	72.4	-	-	-	-
ASNet 2022.12	47.9	47.6	50.1	47.7	46.4	-	-	-	-	-
VAT 2022.12	47.9	44.1	51.1	50.2	46.1	-	-	-	-	-
ASNet + MSI 2022.12	47.8	46	50.7	47.5	46.9	-	-	-	-	-
HSNet 2023.08	47.7	43.2	51.4	48.9	47.3	69.9	-	-	-	-
HSNet + MSI 2022.12	47.6	42.4	50.1	49.5	48.3	-	-	-	-	-
DCAMA 2023.08	47.2	43.5	49.2	49.6	46.3	66.2	-	-	-	-
VAT† 2023.08	47.2	45.2	50.1	48	45.6	71.6	-	-	-	-
FPTrans 2022.10	47	44.4	48.9	50.6	44	-	-	-	-	-
SCCAN† 2023.08	47	41.7	51.3	48.4	46.7	68.5	-	-	-	-
HSNet 2022.07	46.9	43.3	51.3	48.2	45	70.7	-	-	-	-
HSNet 2022.10	46.9	43.3	51.3	48.2	45	-	-	-	-	-
HSNet 2023.08	46.9	-	-	-	-	-	43.3	51.3	48.2	45
HSNet 2022.12	46.9	43.3	51.3	48.2	45	-	-	-	-	-
AAFormer 2023.11	46.9	-	-	-	-	-	42.9	50.1	45.5	49.2
VAT + MSI 2022.12	46.8	42.4	49.2	49.4	46.1	-	-	-	-	-
MSI 2023.11	46.8	-	-	-	-	-	42.4	49.2	49.4	46.1
SCCAN 2023.08	46.4	41	51.5	46.9	46.1	68.3	-	-	-	-
HSNet† 2023.08	46.4	44.4	49.7	46.1	45.5	70.9	-	-	-	-
SCCAN 2023.08	46.3	40.4	49.7	49.6	45.6	69.9	-	-	-	-
ABCNet 2023.11	46.3	-	-	-	-	-	42.5	53	47.8	42
SCCAN 2023.11	46.3	-	-	-	-	-	40.4	49.7	49.6	45.6
BAM 2022.06	46.23	-	-	-	-	-	43.41	50.59	47.49	43.42
BAM 2022.10	46.2	43.4	50.6	47.5	43.4	-	-	-	-	-
BAM 2022.12	46.2	43.4	50.6	47.5	43.4	-	-	-	-	-
BAM 2023.11	46.2	-	-	-	-	-	43.4	50.6	47.5	43.4
VAT 2023.08	46.1	41.9	49.7	48.3	44.4	69.4	-	-	-	-
PFENet 2022.06	46.05	-	-	-	-	-	44.93	50.32	44.68	44.26
SCCAN 2023.08	45.8	39.8	50.2	47.7	45.7	69.7	-	-	-	-
HSNet 2023.08	45.7	41.9	49.8	46.7	44.3	69	-	-	-	-
CyCTR 2022.07	45.6	41.1	48.9	45.2	47	-	-	-	-	-
CyCTR 2023.08	45.6	-	-	-	-	-	41.1	48.9	45.2	47
CyCTR 2023.08	45.6	41.1	48.9	45.2	47	-	-	-	-	-
CyCTR 2022.12	45.6	41.1	48.9	45.2	47	-	-	-	-	-
HSNet + MSI 2022.12	45.5	40.9	46.9	48.8	45.3	-	-	-	-	-
MIANet 2023.11	45.5	-	-	-	-	-	42.3	46.2	46	47.4
SCCAN† 2023.08	45.1	39.5	49.3	47.3	44.3	68.5	-	-	-	-
MLC 2023.08	44.4	57	46.2	37.3	37.2	-	-	-	-	-
MCE 2023.08	44.22	-	-	-	-	-	42.13	48.3	43.68	42.76
SCCAN 2023.08	44.2	38.5	49.1	45.4	43.7	68.1	-	-	-	-
MM-Former 2023.11	44.2	-	-	-	-	-	40.5	47.7	45.2	43.3
Baseline 2022.10	44.1	41.8	45.4	48.8	40.3	-	-	-	-	-
SSP 2023.11	44.1	-	-	-	-	-	40.6	47	45.1	43.9
ASNet + MSI 2022.12	44	42.9	45.2	44.3	43.4	-	-	-	-	-
BAM+SVF 2022.06	43.76	-	-	-	-	-	40.21	46.62	46.23	41.97
baseline+SVF 2022.06	43.72	-	-	-	-	-	44.22	46.38	42.65	41.65
BAM 2022.06	43.5	-	-	-	-	-	38.96	47.04	46.41	41.57
DCAMA 2023.08	43.5	41.5	46.2	45.2	41.3	69.9	-	-	-	-
DCAMA 2022.12	43.5	41.5	46.2	45.2	41.3	-	-	-	-	-
ASNet + MSI 2022.12	43.4	41.5	46.3	43.5	42.1	-	-	-	-	-
DCAMA 2023.08	43.3	41.9	45.1	44.4	41.7	69.5	-	-	-	-

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