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5-way 5-shot Few-Shot Classification on BSCD-FSL Suite 1.0 (test)

28.93ChestX Acc

IM-DCL

Updated 2mo ago

Evaluation Results

Method
IM-DCL 2026.03	28.93	52.74	89.47	95.73	-	-	-	-	66.72
DAMIM-FT 2026.03	27.82	54.86	91.18	96.34	-	-	-	-	67.78
AttnTemp 2026.03	27.72	53.09	90.13	95.53	-	-	-	-	66.62
CD-CLS 2026.03	27.66	54.69	91.53	96.27	-	-	-	-	67.54
FLoR 2026.03	27.28	49.52	90.41	95.28	-	-	-	-	65.48
DAMIM 2026.03	27.28	50.76	89.5	95.52	-	-	-	-	65.77
PMF 2023.02	27.27	50.12	85.98	92.96	-	-	-	-	-
PMF 2026.03	27.27	50.12	85.98	92.96	-	-	-	-	64.08
NSAE 2023.02	27.1	54.05	83.96	93.14	68.51	54.91	71.02	59.55	64.03
FLoR-FT 2026.03	27.02	53.06	90.75	96.47	-	-	-	-	66.83
StyleAdv 2023.02	26.97	47.73	88.57	94.85	95.82	61.73	88.33	75.55	72.44
StyleAdv-FT 2023.02	26.97	51.23	90.12	95.99	95.82	66.02	88.33	78.01	74.06
StyleAdv 2026.03	26.97	47.73	88.57	94.85	-	-	-	-	64.53
StyleAdv-FT 2026.03	26.97	51.23	90.12	95.99	-	-	-	-	66.08
BSR 2023.02	26.84	54.42	80.89	92.17	69.38	57.49	71.09	61.07	64.17
MEM-FS 2026.03	26.67	47.38	86.49	93.74	-	-	-	-	63.57
StepSPT 2026.03	26.36	52.12	89.4	96.01	-	-	-	-	65.97
StyleAdv-FT 2023.02	26.24	53.05	91.64	96.51	70.9	56.44	79.35	64.1	67.28
StyleAdv 2023.02	26.07	45.77	86.58	93.65	68.72	50.13	77.73	61.52	63.77
Fine-tune 2023.02	25.97	48.11	79.08	89.25	64.14	52.08	70.06	59.27	61
wave-SAN 2023.02	25.63	44.93	85.22	89.7	70.31	46.11	76.88	57.72	62.06
CLIP-LoRA + Ours 2026.03	25.47	54.72	94.35	97.08	-	-	-	-	67.9
GNN 2023.02	25.27	43.94	83.64	87.96	62.25	44.28	70.84	52.53	58.84
FWT 2023.02	25.18	43.17	83.01	87.11	66.98	44.9	73.94	53.85	59.77
ATA-FT 2023.02	25.08	49.79	89.64	95.44	69.83	54.28	76.64	58.08	64.85
AFA 2023.02	25.02	46.01	85.58	88.06	68.25	49.28	76.21	54.26	61.58
LRP 2023.02	24.53	44.14	77.14	86.15	64.44	46.2	74.45	54.46	58.94
CLIP-LoRA 2026.03	24.44	50.68	92.63	96.2	-	-	-	-	65.99
ATA 2023.02	24.32	44.91	83.75	90.59	66.22	49.14	75.48	52.69	60.89
SeGD-VPT 2026.03	23.2	53.1	93.81	96.93	-	-	-	-	66.76