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Base-to-New Generalization on FGVCAircraft

51.58Base Performance

2SFS

Updated 15d ago

Evaluation Results

Method
2SFS 2025.03	51.58	44.57	47.82
2SFSLoRA 2025.03	51	31.37	38.85
CLIP-LoRA 2025.03	50.1	26.03	34.26
PromptKD + MERGETUNE 2026.01	49.82	42.31	45.76
DroPLe 2025.12	49.26	39.35	43.75
PromptKD 2024.03	49.12	41.81	45.17
2SFSLayerNorm 2025.03	47.48	35.51	40.63
DeAR 2026.03	47.1	38.9	42.61
ProVP 2026.03	47.08	29.87	36.55
ProVP 2026.05	47.08	29.87	36.55
+DPC 2025.03	46.74	35.33	40.24
MMRL++ 2026.05	46.4	38.77	42.24
MMRL 2026.03	46.3	37.03	41.15
MMRL 2026.05	46.3	37.03	41.15
PromptSRC + DePT 2023.09	45.7	36.73	40.73
SkipT. 2024.12	45.37	37.13	40.84
SkipT 2026.03	45.37	37.13	40.84
VPT + DePT 2023.09	45.3	31.87	37.41
DeKgTCP 2025.12	45.2	35.09	39.51
TAC 2025.12	44.6	37.7	40.86
TAC 2026.03	44.6	37.7	40.86
MaPLe + DePT 2023.09	44.53	32.8	37.78
TAP 2025.12	44.4	36.5	40.06
PromptKD 2026.03	43.61	39.68	41.55
PromptSRC + T_En 2023.11	43.22	36.47	39.56
KgCoOp + DePT 2023.09	43.2	34.83	38.57
DePT 2024.12	43.2	34.83	38.57
CoCoOp + DePT 2023.09	43.07	31.3	36.25
PromptSRC 2023.06	42.73	37.87	40.15
PromptSRC 2024.03	42.73	37.87	40.15
ProSRC. 2024.12	42.73	37.87	40.15
PSRC 2025.12	42.73	37.87	40.15
PromptSRC 2026.03	42.73	37.87	40.15
PromptSRC 2026.05	42.73	37.87	40.15
MMA 2025.03	42.57	42.4	42.48
CoOp + DePT 2023.09	42.53	22.53	29.46
PromptSRC 2023.09	42.53	36.87	39.5
TCP 2024.12	41.97	34.43	37.83
TCP 2025.03	41.97	34.43	37.83
TCP 2026.03	41.97	34.43	37.83
TCP 2026.05	41.97	34.43	37.83
+DePT 2025.03	41.18	35.63	38.2
MaPLe 2023.09	40.57	36.47	38.31
MMA 2025.03	40.57	36.33	38.33
MMAC 2026.05	40.57	36.33	38.33
ProGrad 2023.06	40.54	27.57	32.82
ProGrad 2024.12	40.54	27.57	32.82
ProGrad 2025.03	40.54	27.57	32.82
ProGrad 2026.03	40.54	27.57	32.82
CoOp 2023.06	40.44	22.3	28.75
CoOp 2024.03	40.44	22.3	28.75
CoOp 2024.12	40.44	22.3	28.75
CoOP 2025.03	40.44	22.3	28.75
CoOp 2025.12	40.44	22.3	28.75
CoOp 2026.03	40.44	22.3	28.75
CoOp 2026.05	40.44	22.3	28.75
CoPrompt 2023.06	40.2	39.33	39.76
ProSRC 2025.03	39.2	35.33	37.16
MaPLe 2026.03	38.34	34.59	36.37
CC-CDFSL 2026.03	38	36.01	36.98
CLIP 2025.03	37.52	44.21	40.59
MaPLe 2023.06	37.44	35.61	36.5
MaPLe 2024.03	37.44	35.61	36.5
MaPLe 2024.12	37.44	35.61	36.5
MaPLe 2025.03	37.44	35.61	36.5
MaPLe 2026.03	37.44	35.61	36.5
MaPLe 2026.05	37.44	35.61	36.5
KgCoOp 2023.06	36.21	33.55	34.83
KgCoOp 2024.12	36.21	33.55	34.83
KgCoOp 2025.03	36.21	33.55	34.83
KgCoOp 2025.12	36.21	33.55	34.83
KgCoOp 2026.05	36.21	33.55	34.83
CoPro.* 2024.12	36.17	34.47	35.3
VPT 2023.09	35.9	30.37	32.9
CoCoOp 2023.09	35.63	32.7	34.1
KgCoOp 2023.09	35.1	35.2	35.15
Co-CoOp 2023.06	33.41	23.71	27.74
CoCoOp 2024.03	33.41	23.71	27.74
CoCoOp 2024.12	33.41	23.71	27.74
CoCoOp 2025.03	33.41	23.71	27.74
CoCoOp 2026.05	33.41	23.71	27.74
CoOp 2023.09	31.7	17.3	22.38
PERL 2026.05	31.29	35.09	33.08
CLIP 2023.11	27.19	36.29	31.09
CLIP 2023.06	27.19	36.29	31.09
CLIP 2024.03	27.19	36.29	31.09
CLIP 2025.03	27.19	36.29	31.09
CLIP 2026.01	27.19	36.29	31.09
CLIP 2026.03	27.19	36.29	31.09
CLIP 2026.05	27.19	36.29	31.09