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Few-shot Semantic Segmentation on COCO-20i (val)

56.8mIoU Mean

MSANet

Updated 3d ago

Evaluation Results

Method
MSANet 2022.06	56.8	53.23	62.25	55.43	56.3	-	-	-	-
MSANet (Meta Learner) 2022.06	54.48	50.49	59.41	54.31	53.7	-	-	-	-
MSANet 2022.06	53.67	50.3	60.89	53	50.47	-	-	-	-
MSANet (Meta Learner) 2022.06	51.81	49.35	58.31	50.4	49.19	-	-	-	-
BAM 2022.06	51.16	49.26	54.2	51.63	49.55	-	-	-	-
MSANet 2022.06	51.09	47.83	57.43	48.65	50.45	-	-	-	-
DPCN 2022.04	49.8	46	54.9	50.8	47.4	-	-	-	67.4
HSNet 2022.06	49.5	45.9	53	51.8	47.1	-	-	-	-
MSANet 2022.06	48.03	45.72	54.05	45.92	46.44	-	-	-	-
VAT 2022.06	47.9	44.1	51.1	50.2	46.1	-	-	-	-
MSANet (Meta Learner) 2022.06	47.23	43.89	51.98	45.51	47.55	-	-	-	-
HSNet 2022.04	46.9	43.3	51.3	48.2	45	-	-	-	70.7
HSNet 2022.06	46.9	43.3	51.3	48.2	45	-	-	-	-
BAM 2022.06	46.23	43.41	50.59	47.49	43.42	-	-	-	-
DPCN 2022.04	46.2	42.7	51.6	45.7	44.6	-	-	-	66.1
CyCTR 2022.06	45.6	41.1	48.9	45.2	47	-	-	-	-
MSANet (Meta Learner) 2022.06	44.48	42.35	48.6	42.99	43.97	-	-	-	-
DPCN 2022.04	43	42	47	43.2	39.7	-	-	-	63.2
SAGNN 2022.04	42.7	40.9	48.3	42.6	38.9	-	-	-	63.4
PFENet 2022.06	42.7	40.4	46.8	43.2	40.5	-	-	-	-
ASGNet 2022.06	42.48	-	-	-	-	-	-	-	-
RePRI 2022.04	42.1	38.5	46.2	40	43.6	-	-	-	-
RePRI 2022.06	41.6	39.3	45.4	39.7	41.8	-	-	-	-
VAT 2022.06	41.3	39	43.8	42.6	39.7	-	-	-	-
HSNet 2022.06	41.2	37.2	44.1	42.4	41.3	-	-	-	-
SAGNN 2022.04	40.7	37.2	45.2	40.4	40	-	-	-	63.1
MLC 2022.04	40.6	54.1	41.2	34.1	33.1	-	-	-	-
CyCTR 2022.06	40.3	38.9	43	39.6	39.8	-	-	-	-
SCL 2022.04	39.9	38.9	40.5	41.5	38.7	-	-	-	-
DPCN 2022.04	39.5	38.5	43.7	38.2	37.7	-	-	-	62.5
HSNet 2022.04	39.2	36.3	43.1	38.7	38.7	-	-	-	68.2
HSNet 2022.06	39.2	36.3	43.1	38.7	38.7	-	-	-	-
PFENet 2022.06	39	36.5	43.3	37.8	38.4	-	-	-	-
PPNet 2022.06	38.5	39	40.8	37.1	37.3	-	-	-	-
PFENet 2022.06	38.5	36.8	41.8	38.7	36.7	-	-	-	-
MMNet 2022.04	38.2	37	40.3	39.3	36	-	-	-	-
PFENet 2022.04	37.7	35.9	40.7	38.1	36.1	-	-	-	61.6
MMNet 2022.04	37.5	34.9	41	37.2	37	-	-	-	-
SAGNN 2022.04	37.3	35	40.5	37.6	36	-	-	-	61.2
SAGNN 2022.04	37.2	36.1	41	38.2	33.5	-	-	-	60.9
Baseline 2022.04	37.2	35	40.1	37.1	36.5	-	-	-	61.8
Baseline 2022.04	37.2	35	41	37.3	35.5	-	-	-	59.2
SCL 2022.04	37	36.4	38.6	37.5	35.4	-	-	-	-
PFENet 2022.06	35.8	36.5	38.6	34.5	33.8	-	-	-	-
HFA 2022.06	35.34	32.69	42.12	30.35	36.19	-	-	-	-
ASGNet 2022.06	34.56	-	-	-	-	-	-	-	-
Baseline 2022.04	34.5	32.3	38.3	34.9	32.5	-	-	-	57.7
PFENet 2022.04	34.1	33.4	36	34.1	32.8	-	-	-	60
RePRI 2022.06	34.1	32	38.7	32.7	33.1	-	-	-	-
RePRI 2022.04	34	31.2	38.1	33.3	33	-	-	-	-
MLC 2022.04	33.9	46.8	35.3	26.2	27.1	-	-	-	-
Baseline 2022.04	33.9	32.1	36.1	35.2	32.3	-	-	-	60.1
HFA 2022.06	32.03	28.65	36.02	30.16	33.28	-	-	-	-
DAN 2022.06	29.6	-	-	-	-	-	-	-	-
PPNet 2022.06	29	28.1	30.8	29.5	27.7	-	-	-	-
DAN 2022.06	24.4	-	-	-	-	-	-	-	-
FWB 2022.06	23.7	19.1	21.5	23.9	30.1	-	-	-	-
FWB 2022.04	22.6	20.9	19.2	21.9	28.4	-	-	-	-
FWB 2022.06	21.2	17	18	21	28.9	-	-	-	-
FWB 2022.04	20	18.4	16.7	19.6	25.4	-	-	-	-
DiffewS-n 2025.07	0.607	0.573	0.665	0.603	0.588	-	-	-	-
DCAMA 2025.07	0.583	0.554	0.603	0.599	0.575	-	-	-	-
DiffewS 2025.07	0.56	0.52	0.63	0.545	0.543	-	-	-	-
HDMNet 2025.07	0.56	0.506	0.616	0.557	0.56	-	-	-	-
Training-free 2025.07	0.527	0.552	0.495	0.607	0.455	-	-	-	-
DiffewS-n 2025.07	0.522	0.471	0.566	0.538	0.483	-	-	-	-
DiffewS 2025.07	0.512	0.477	0.564	0.519	0.487	-	-	-	-
BAM 2025.07	0.512	0.493	0.542	0.516	0.496	-	-	-	-
DCAMA 2025.07	0.509	0.495	0.527	0.528	0.487	-	-	-	-
HDMNet 2025.07	0.5	0.438	0.553	0.516	0.494	-	-	-	-
HSNet 2025.07	0.495	0.459	0.53	0.518	0.471	-	-	-	-
VAT 2025.07	0.479	0.441	0.511	0.502	0.461	-	-	-	-
BAM 2025.07	0.462	0.434	0.506	0.475	0.434	-	-	-	-
CyCTR 2025.07	0.456	0.411	0.489	0.452	0.47	-	-	-	-
Training-free 2025.07	0.446	0.321	0.466	0.509	0.487	-	-	-	-
VAT 2025.07	0.413	0.39	0.438	0.426	0.397	-	-	-	-
HSNet 2025.07	0.412	0.372	0.441	0.424	0.413	-	-	-	-
CyCTR 2025.07	0.403	0.389	0.43	0.396	0.398	-	-	-	-
RPMM 2020.12	-	-	-	-	-	30.6	35.5	33.1	-
PFENet 2020.12	-	-	-	-	-	35.8	39	39.7	-
RePRI 2020.12	-	-	-	-	-	34	42.1	44.4	-
Oracle-RePRI 2020.12	-	-	-	-	-	45.1	55.5	58.7	-