Few-shot Semantic Segmentation on CD-FSS 5-shot 1.0 (test) benchmark leaderboard · SOTA2 Research

Few-shot Semantic Segmentation on CD-FSS 5-shot 1.0 (test)

87.14Score (Chest X-ray)DFN

Evaluation Results

Method	Links
DFN2026.06		87.14	58.53	85.72	47.67	69.77
DHANet2026.06		86.87	67.38	86.67	56.13	74.26
ISA2026.06		86.3	56.1	86	52.7	70.3
HSL2026.06		86.25	64.62	83.84	54.56	72.32
SDRC2026.06		84.79	55.02	82.55	46.83	67.3
APSeg2024.06		84.5	53.98	81.9	39.98	65.09
APSeg2026.06		84.5	53.98	81.9	39.98	65.09
LoEC2026.06		84.12	62.43	83.69	51.48	70.43
FPTrans2026.06		82.91	60.37	83.65	49.3	69.06
APM2026.06		82.81	51.16	81.83	44.92	65.18
DRA2026.06		82.31	48.87	80.4	50.12	65.42
ABCDFSS2026.06		81.4	53.3	76.2	49	64.97
DMTNet2026.06		77.3	52.3	83.28	51.17	66.01
SSP2026.06		74.26	45.86	80.59	48.68	62.35
RestNet2024.06		73.69	51.1	84.89	—	—
PATNet2024.06		70.2	53.58	81.23	42.97	61.99
PATNet2026.06		70.2	53.58	81.23	42.97	61.99
PANet2024.06		69.31	33.99	71.68	45.43	55.1
RePRI2024.06		65.48	26.23	74.23	27.41	48.34
RePRI2026.06		65.48	26.23	74.23	27.41	48.34
HSNet2024.06		54.36	35.1	80.99	35.08	51.38
HSNet2026.06		54.36	35.1	80.99	35.08	51.38
AMP2024.06		53.04	30.41	59.24	40.61	45.83
HDMNet2026.06		31.3	35	78.6	39.1	46
RPMMs2024.06		30.82	20.04	67.06	13.47	32.85
PerSAM2024.06		30.05	25.33	66.53	40.65	40.64
PerSAM2026.06		30.05	25.33	66.53	40.65	40.64
VRP-SAM2026.06		29.99	31.96	83.18	44.75	47.47
CaNet2024.06		28.62	28.22	72.03	23.07	37.99
PGNet2024.06		27.96	21.25	62.74	12.36	31.08
PFENet2024.06		27.57	23.83	70.52	18.01	34.98