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5-way 1-shot Classification on CD-FSL Subset (test)

45.01Accuracy (ISIC)

PE-Core-LoRA + OURS

Updated 1mo ago

Evaluation Results

Method
PE-Core-LoRA + OURS 2026.03	45.01	86.83	93.03	23.66	62.14
PE-Core-LoRA + OURS 2026.03	45.01	86.83	93.03	23.66	62.14
PE-Core-LoRA 2026.03	40.89	84.49	91.75	22.02	59.78
PE-Core-LoRA 2026.03	40.89	84.49	91.75	22.02	59.78
IM-DCL 2026.03	38.13	77.14	84.37	23.98	55.91
CLIP-LoRA + OURS 2026.03	38.13	86.07	88.91	22.21	58.83
IM-DCL 2026.03	38.13	77.14	84.37	23.98	55.91
CLIP-LoRA +Ours 2026.03	38.13	86.07	88.91	22.21	58.83
CLIP-LoRA-Vision + OURS 2026.03	38.12	85.02	87.2	22.68	58.26
CLIP-LoRA-Vision + OURS 2026.03	38.12	85.02	87.2	22.68	58.26
AttnTemp 2026.03	38.05	75.09	84.78	23.63	55.39
SigLIP2-LoRA + OURS 2026.03	36.88	78.04	90.85	22.27	57.01
SigLIP2-LoRA + OURS 2026.03	36.88	78.04	90.85	22.27	57.01
DARA 2026.03	36.42	67.42	80.74	22.92	51.88
CLIP-LoRA-Vision 2026.03	36.4	81.72	84.62	21.86	56.07
CLIP-LoRA-Vision 2026.03	36.4	81.72	84.62	21.86	56.07
DAMIM-FT 2026.03	36.35	73.61	83.9	23.38	54.31
StyleAdv-FT 2026.03	35.76	72.92	80.69	22.64	53
CD-CLS 2026.03	35.56	74.97	84.53	23.39	54.62
CD-CLS 2026.03	35.56	74.97	84.53	23.39	54.62
FLoR 2026.03	35.49	73.09	83.55	23.26	53.85
FLoR-FT 2026.03	35.49	73.09	83.55	23.26	53.85
CLIP-LoRA 2026.03	35.23	81.49	85.11	21.73	55.89
CLIP-LoRA 2026.03	35.23	81.49	85.11	21.73	55.89
CLIP-LoRA + OURS 2026.03	35.21	59.23	72.85	22.75	47.51
Maple + OURS 2026.03	35.11	76.92	82.51	21.64	54.05
Maple + OURS 2026.03	35.11	76.92	82.51	21.64	54.05
ATA-FT 2026.03	34.94	68.62	75.41	22.15	50.28
AttnTemp 2026.03	34.92	74.35	84.02	23.19	54.12
DAMIM 2026.03	34.66	72.87	82.34	22.97	53.21
FLoR 2026.03	34.2	72.39	81.81	22.78	52.8
Maple + OURS 2026.03	34	78.92	85.21	21.41	54.89
StyleAdv-FT 2026.03	33.99	74.93	84.11	22.92	53.99
StyleAdv-FT 2026.03	33.99	74.93	84.11	22.92	53.99
StyleAdv 2026.03	33.96	70.94	74.13	22.64	50.42
LDC 2026.03	33.72	74.39	84.07	22.32	53.62
LDC 2026.03	33.72	74.39	84.07	22.32	53.62
LDC 2026.03	33.72	74.39	84.07	22.32	53.62
LP++ 2026.03	33.63	73.05	81.84	21.72	52.56
LP++ 2026.03	33.63	73.05	81.84	21.72	52.56
LP++ 2026.03	33.63	73.05	81.84	21.72	52.56
Maple 2026.03	33.56	75.05	82.67	20.89	53.04
SigLIP2-LoRA 2026.03	33.47	74.16	87.5	21.44	54.14
SigLIP2-LoRA 2026.03	33.47	74.16	87.5	21.44	54.14
CoOp + OURS 2026.03	33.44	72.51	81.77	21.71	52.36
Maple 2026.03	33.38	76.05	81.78	21.09	53.07
Maple 2026.03	33.38	76.05	81.78	21.09	53.07
wave-SAN 2026.03	33.35	69.64	70.8	22.93	49.18
ATA 2026.03	33.21	61.35	67.47	22.1	46.03
AFA 2026.03	33.21	63.12	67.61	22.92	46.72
StyleAdv 2026.03	33.05	72.15	81.22	22.92	52.34
StepSTP 2026.03	32.97	70.01	84.84	22.84	52.68
StepSTP 2026.03	32.97	70.01	84.84	22.84	52.68
StepSPT 2026.03	32.97	70.01	84.84	22.84	52.68
MEM-FS 2026.03	32.97	68.11	81.11	22.76	51.24
StepSPT 2026.03	32.97	70.01	84.84	22.84	52.68
FN+VDB 2026.03	32.96	69.67	79.68	22.64	51.24
CoOp 2026.03	32.86	72.08	80.5	21.65	51.77
CoOp 2026.03	32.86	72.08	80.5	21.65	51.77
Tip-Adapter 2026.03	32.68	75.44	77.15	22.24	51.87
Tip-Adapter 2026.03	32.68	75.44	77.15	22.24	51.87
Tip-Adapter 2026.03	32.68	75.44	77.15	22.24	51.87
CLIP-Adapter + OURS 2026.03	32.47	72.89	82.01	22.14	52.37
AMU-Tuning 2026.03	32.29	72.24	80.2	21.56	51.57
AMU-Tuning 2026.03	32.29	72.24	80.2	21.56	51.57
AMU-Tuning 2026.03	32.29	72.24	80.2	21.56	51.57
CLIP-LoRA 2026.03	32.01	57.79	65.24	21.76	44.2
CoOp + OURS 2026.03	31.96	71.17	81.8	21.37	51.58
PromptSRC 2026.03	31.86	73.44	76.15	21.16	50.65
PDA 2026.03	31.45	69.68	79.2	20.66	50.25
CLIP-Adapter 2026.03	30.52	67.87	82.05	21.32	50.44
PMF 2026.03	30.36	70.74	80.79	21.73	50.91
PMF 2026.03	30.36	70.74	80.79	21.73	50.91
CoOp 2026.03	29.47	68.16	79.27	20.95	49.46