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Base-to-New Generalization on Caltech101

99Base Score

DeAR

Updated 1mo ago

Evaluation Results

Method
DeAR 2026.03	99	95.8	96.95
MMRL 2026.03	98.97	94.5	96.68
PromptKD + MERGETUNE 2026.01	98.93	96.64	97.77
ProVP 2026.03	98.92	94.21	96.51
PromptKD 2024.03	98.91	96.65	97.77
+DPC 2025.03	98.9	94.21	96.5
TAP 2025.12	98.9	95.5	97.17
DroPLe 2025.12	98.72	96.06	97.37
2SFSLayerNorm 2025.03	98.71	94.43	96.52
VPT + DePT 2023.09	98.67	94.33	96.45
DeKgTCP 2025.12	98.64	95.2	96.89
PromptSRC + DePT 2023.09	98.57	94.1	96.28
TAC 2025.12	98.57	95.27	96.89
TAC 2026.03	98.57	95.27	96.89
MaPLe + DePT 2023.09	98.53	95.03	96.75
SkipT 2026.03	98.5	95.33	96.89
2SFSLoRA 2025.03	98.45	94.47	96.42
MMA 2025.03	98.4	94	96.15
CoCoOp + DePT 2023.09	98.37	93.87	96.06
+DePT 2025.03	98.37	94.14	96.21
2SFS 2025.03	98.36	97.09	97.72
CoOp + DePT 2023.09	98.33	94.33	96.29
PromptKD 2026.03	98.31	96.29	97.29
KgCoOp + DePT 2023.09	98.3	94.6	96.41
MaPLe 2023.09	98.3	93.7	95.94
TCP 2025.03	98.23	94.67	96.42
TCP 2026.03	98.23	94.67	96.42
CLIP-LoRA 2025.03	98.19	93.05	95.55
CoOp 2023.09	98.17	94.83	96.47
PromptSRC 2023.09	98.1	93.87	95.94
PromptSRC 2024.03	98.1	94.03	96.02
PSRC 2025.12	98.1	94.03	96.02
PromptSRC 2026.03	98.1	94.03	96.02
VPT 2023.09	98.03	94.3	96.13
ProGrad 2025.03	98.02	93.89	95.91
ProGrad 2026.03	98.02	93.89	95.91
MaPLe 2026.03	98.02	94.43	96.19
CoOp 2026.03	98.01	89.81	93.73
CoOp 2024.03	98	89.81	93.73
CoOP 2025.03	98	89.81	93.73
CoCoOp 2024.03	97.96	93.81	95.84
CoCoOp 2025.03	97.96	93.81	95.84
ProSRC 2025.03	97.93	94.21	96.03
CC-CDFSL 2026.03	97.91	95.49	96.68
KgCoOp 2023.09	97.87	94.03	95.91
MaPLe 2024.03	97.74	94.36	96.02
MaPLe 2025.03	97.74	94.36	96.02
MaPLe 2026.03	97.74	94.36	96.02
KgCoOp 2025.03	97.72	94.39	96.03
KgCoOp 2025.12	97.72	94.39	96.03
CoCoOp 2023.09	97.7	93.2	95.4
MMA 2025.03	97.3	97.3	97.3
CLIP 2024.03	96.84	94	95.4
CLIP 2025.03	96.84	94	95.4
CLIP 2026.01	96.84	94	95.4
CLIP 2026.03	96.84	94	95.4
CoOp 2025.12	96	89.81	93.73
CLIP 2025.03	95.61	95.41	95.51