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Few-shot Image Classification on CD-FSL 5-way 5-shot (test)

28.93ChestX Accuracy

IM-DCL

Updated 1mo ago

Evaluation Results

Method
IM-DCL 2026.03	28.93	52.74	89.47	95.73	66.72
AttnTemp 2026.03	28.03	54.91	90.82	96.66	67.61
CD-CLS 2026.03	27.66	54.69	91.53	96.27	67.54
DARA 2026.03	27.54	56.28	85.84	95.32	66.25
PMF 2026.03	27.27	50.12	85.98	92.96	64.08
PE-Core-LoRA + OURS 2026.03	27.05	60.03	94.67	98.36	70.05
FLoR 2026.03	27.02	53.06	90.75	96.47	66.83
StyleAdv-FT 2026.03	26.97	51.23	90.12	95.99	66.08
CLIP-LoRA-Vision + OURS 2026.03	26.42	56.2	94.58	97.21	68.57
StepSTP 2026.03	26.36	52.12	89.4	96.01	65.97
StyleAdv-FT 2026.03	26.24	53.05	91.64	96.51	66.86
StyleAdv 2026.03	26.07	45.77	86.58	93.65	63.02
LDC 2026.03	25.89	49.7	90.82	96.71	65.78
wave-SAN 2026.03	25.63	44.93	85.22	89.7	61.37
FN+VDB 2026.03	25.55	47.48	87.31	94.63	64.74
SigLIP2-LoRA + OURS 2026.03	25.54	55.11	92.7	97.63	67.75
ATA-FT 2026.03	25.08	49.79	89.64	95.44	64.99
AFA 2026.03	25.02	46.01	85.58	88.06	61.17
CLIP-LoRA-Vision 2026.03	24.61	52.22	93.31	95.88	66.5
PE-Core-LoRA 2026.03	24.44	58.81	94.07	97.25	68.64
SEAL 2023.04	24.42	37.58	74.61	85	-
ATA 2026.03	24.32	44.91	83.75	90.59	60.89
SigLIP2-LoRA 2026.03	24.24	51.79	91.39	96.43	65.96
Tip-Adapter 2026.03	24.07	46.96	87.24	94.19	63.12
Maple + OURS 2026.03	24.04	49.81	92.24	94.62	65.18
LP++ 2026.03	23.89	48.49	87.48	94.47	63.58
PromptSRC 2026.03	23.51	46.09	86.54	89.97	61.52
CoOp 2026.03	23.35	45.78	85.88	93.31	62.08
AMU-Tuning 2026.03	23.34	44.6	88.47	94.26	62.66
SEAL 2023.04	22.98	39.64	73.83	88.24	-
Maple 2026.03	22.96	48.35	89.04	93.5	63.46
Normal 2023.04	22.79	33.28	71.74	77.05	-
LLF 2023.04	22.03	29.6	60.69	53.55	-
PDA 2026.03	21.87	45.19	86.21	92.67	61.48
Normal (long) 2023.04	21.59	29.67	55.79	71.55	-
Normal (long) 2023.04	21	28.93	53.4	57.1	-
Normal 2023.04	20.82	28.57	53.35	63.22	-
LLF 2023.04	20.44	22.01	30.83	28.06	-