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Few-Shot Semantic Segmentation on COCO-20i

75.8mIoU

FSS-SAM3

Updated 11d ago

Evaluation Results

Method
FSS-SAM3 2026.04	75.8	74	75	76.7	77.5	87.1
FSS-SAM3 2026.04	75.1	74.5	73.2	76	76.8	86.4
FSS-SAM3 2026.04	71.8	68.6	72.5	72.5	73.6	84.9
FSSAM 2026.04	69.3	68.6	74	64.5	69.9	82.9
SANSA 2026.04	67.3	-	-	-	-	-
GF-SAM 2024.10	66.8	-	-	-	-	-
GF-SAM 2026.04	66.8	67.1	69.4	66	64.8	-
FSS-SAM3 2026.04	66.6	64.2	66.8	67.7	67.5	82.9
FSSAM 2026.04	62.3	59.9	65.6	62.1	61.6	77.3
Matcher 2024.10	60.7	-	-	-	-	-
Matcher 2026.04	60.7	60.1	62.7	60.9	59.2	-
SANSA 2026.04	60.2	58.9	62.6	61.5	58	-
VINE 2026.03	59.3	54.1	64.6	61.3	57.4	-
HMNet 2026.03	58.9	53.4	64.6	60.8	56.8	-
FPTrans 2026.04	58.9	54.2	62.5	61.3	57.6	-
HMNet 2026.04	58.9	53.4	64.6	60.8	56.8	77.6
GF-SAM 2024.10	58.7	-	-	-	-	-
GF-SAM 2026.04	58.7	56.6	61.4	59.6	57.1	-
DCAMA 2022.07	58.3	55.4	60.3	59.9	57.5	76.9
FCP† 2026.03	58	52.6	63.3	59.8	56.1	-
DGPNet 2021.10	57.9	-	-	-	-	-
AMFormer 2024.10	57.3	-	-	-	-	-
AMNet 2026.04	57.3	52	61.9	57.4	57.9	78.8
AENet 2026.04	56.7	51.7	61.9	57.9	55.3	76.5
DGPNet 2021.10	56.2	-	-	-	-	-
HDMNet 2024.10	56	-	-	-	-	-
HDMNet 2026.03	56	50.6	61.6	55.7	56	-
HDMNet 2026.04	56	50.6	61.6	55.7	56	77.7
VRP-SAM† 2026.03	55.5	50.5	59.5	56.9	54.9	-
HSNet 2022.07	55.1	50.1	58.6	56.7	55.1	76.1
HMNet 2026.03	54.5	48.8	58	57.9	53.2	-
VINE 2026.03	54.5	49.8	59.4	56.1	52.7	-
UniFSS 2026.03	54.1	50.3	59.5	54.4	52	-
VRP-SAM 2024.10	53.9	-	-	-	-	-
SCCAN 2026.04	53.9	47.2	57.2	59.2	52.1	74.2
PAM 2026.04	53.9	48.1	60.8	54.8	51.9	-
VRP-SAM 2026.04	53.9	48.1	55.8	60	51.6	-
FCP† 2026.03	53.7	49	58.3	55.2	52.3	-
VINE 2026.03	53.7	47.7	57.4	56.7	52.9	-
Matcher 2024.10	52.7	-	-	-	-	-
Matcher 2026.04	52.7	52.7	53.5	52.6	52.1	-
FCP† 2026.03	52.5	46.4	56.4	55.3	51.8	-
HDMNet 2026.03	52.4	47	56.5	54.1	51.9	-
HMNet 2026.03	52.1	45.5	58.7	52.9	51.4	-
HMNet 2026.04	52.1	45.5	58.7	52.9	51.4	74.5
DCAMA 2022.07	51.9	48	58	54.3	47.1	73.3
VRP-SAM† 2026.03	51.9	43.6	57.7	54.7	51.8	-
BAM 2026.04	51.2	49.3	54.2	51.6	49.6	-
AMFormer 2024.10	51	-	-	-	-	-
VINE 2026.03	51	45.2	55.4	54.9	48.6	-
AMNet 2026.04	51	44.9	55.8	52.7	50.6	72.9
DCAMA 2022.07	50.9	49.5	52.7	52.8	48.7	73.2
VRP-SAM† 2026.03	50.2	44.3	54.3	52.3	50	-
HDMNet 2024.10	50	-	-	-	-	-
FCP† 2026.03	50	44.5	54.3	53.5	47.7	-
HDMNet 2026.03	50	43.8	55.3	51.6	49.4	-
HDMNet 2026.04	50	43.8	55.3	51.6	49.4	72.2
HSNet 2022.07	49.5	45.9	53	51.8	47.1	72.4
HSNet 2021.10	49.5	-	-	-	-	-
HSNet 2024.10	49.5	-	-	-	-	-
AENet 2026.04	49.4	43.1	56	50.3	48.4	73.6
HMNet 2026.03	49.1	44.2	51.8	51.9	48.4	-
UniFSS 2026.03	48.9	46.5	53	48	48.2	-
BAM 2026.03	48.5	43.2	53.4	49.4	48.1	-
PAM 2026.04	48.5	44.1	55	46.5	48.5	-
DCAMA 2022.07	48.3	45.9	50.5	50.7	46	71.7
VAT 2024.10	47.9	-	-	-	-	-
VRP-SAM† 2026.03	47.4	39.4	52	50.6	47.5	-
HSNet 2022.07	47.3	43.6	49.9	49.4	46.4	72.5
FPTrans 2026.04	47	44.4	48.9	50.6	44	-
HSNet 2021.10	46.9	-	-	-	-	-
HSNet 2026.04	46.9	43.3	51.3	48.2	45	-
DGPNet 2021.10	46.7	-	-	-	-	-
SCCAN 2026.04	46.3	40.4	49.7	49.6	45.6	69.9
BAM 2026.04	46.2	43.4	50.6	47.5	43.4	-
HDMNet 2026.03	45.9	40.7	50.6	48.2	44	-
SCL 2022.07	45.6	41.1	48.9	45.2	47	-
CyCTR 2021.10	45.6	-	-	-	-	-
CyCTR 2026.03	45.6	41.1	48.9	45.2	47	-
BAM 2026.03	45.2	39.4	49.9	46.2	45.2	-
DGPNet 2021.10	45	-	-	-	-	-
MLC 2021.10	44.4	-	-	-	-	-
IMR-HSNet 2023.03	44.4	40.7	46	45	46	-
SSP 2026.03	44.1	40	47	45.1	43.9	-
DCAMA 2022.07	43.5	41.5	46.2	45.2	41.3	69.9
DCAMA 2022.07	43.3	41.9	45.1	44.4	41.7	69.5
CMN 2021.10	43.1	-	-	-	-	-
DENet 2021.10	43	-	-	-	-	-
DENet 2021.10	42.8	-	-	-	-	-
PEFNet 2022.07	42.7	40.4	46.8	43.2	40.5	65.8
PFENet 2021.10	42.7	-	-	-	-	-
SAGNN 2021.10	42.7	-	-	-	-	-
ASGNet 2021.10	42.5	-	-	-	-	-
IMR-HSNet 2023.03	42.4	39.5	43.8	42.4	44.1	-
RePRI 2022.07	42.1	38.5	46.2	40	43.6	-
RePri 2021.10	42.1	-	-	-	-	-
CWT 2022.07	42	38.5	46.7	39.4	43.2	-
CANet 2021.10	42	-	-	-	-	-
CWT 2021.10	42	-	-	-	-	-
MFNet + SA 2021.10	41.9	-	-	-	-	-

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