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Image Classification on SUN397 (Base/Novel/HM Evaluation)

85.57Accuracy (Base)

2SFS

Updated 4d ago

Evaluation Results

Method
2SFS 2025.03	85.57	82.24	83.87
2SFS 2025.03	85.57	82.24	83.87
MMA 2025.03	85.03	81.77	83.37
MMA 2025.03	85.03	81.77	83.37
2SFS 2025.03	84.25	81.84	83.03
MMRL + AmPLe 2025.12	83.97	80.67	82.29
PromptKD 2024.03	83.69	81.54	82.6
MMA 2025.03	83.67	81.4	82.52
MMA + AmPLe 2025.12	83.67	80	81.79
PromptSRC + DPC 2025.03	83.63	78.08	80.76
PromptKD 2025.03	83.53	81.07	82.28
VaMP 2025.11	83.37	78.95	81.09
PromptKD + DPC 2025.03	83.28	81.07	82.17
MMRL 2025.03	83.2	79.3	81.2
MMRL 2025.11	83.2	79.3	81.2
MMRL 2025.12	83.2	79.3	81.2
MMRL 2025.12	83.13	79.23	81.13
AAPE 2024.10	82.93	79.87	81.37
TransAgent 2024.10	82.9	79.3	81.06
RMAdapter 2025.12	82.87	79.97	81.39
CoOp + DPC 2025.03	82.81	74.1	78.21
AttriPrompt 2025.12	82.77	79.5	81.1
PromptSRC 2023.06	82.67	78.47	80.52
PromptSRC 2024.03	82.67	78.47	80.52
MetaPrompt 2024.08	82.67	78.47	80.52
PromptSRC 2024.10	82.67	78.47	80.52
PromptSRC 2025.03	82.67	78.47	80.52
PromptSRC 2025.11	82.67	78.47	80.52
PromptSRC 2025.12	82.67	78.47	81.31
CoPrompt 2023.06	82.63	80.03	81.31
CoPrompt 2024.08	82.63	80.03	81.31
TCP 2025.03	82.63	78.2	80.35
TCP 2025.11	82.63	78.2	80.35
TCP 2025.12	82.63	78.2	80.35
CoPrompt 2025.12	82.63	80.03	81.31
2SFS 2025.03	82.59	78.91	80.7
2SFS 2025.11	82.59	78.91	80.7
HPT 2024.08	82.57	79.26	80.88
OGEN 2024.10	82.57	78.83	80.65
MaPLe + AmPLe 2025.12	82.57	79.8	81.16
HPT++ 2024.08	82.4	79.86	81.11
SkipT 2025.11	82.4	79.03	80.68
MMA 2025.12	82.3	78.53	80.37
PromptSRC 2025.03	82.28	78.08	80.13
MMA 2025.03	82.27	78.57	80.38
MMA 2025.03	82.27	78.57	80.38
MMA 2025.11	82.27	78.57	80.38
MMA 2025.12	82.27	78.57	80.38
MMA 2025.12	82.27	78.57	80.38
MetaPrompt 2025.03	82.26	79.04	80.62
PromptSRC 2024.08	82.1	79.01	80.53
MaPLe + DPC 2025.03	82.02	75.93	78.86
MaPLe 2025.03	81.54	75.93	78.63
ProGrad 2023.06	81.26	74.17	77.55
ProGrad 2024.08	81.26	74.17	77.55
ProGrad 2025.03	81.26	74.17	77.55
2SFS 2025.03	81.25	78.76	79.99
2SFS 2025.03	81.25	78.76	79.99
IPO 2025.12	81.25	80.92	81.08
MaPLe 2025.12	81.24	78.41	79.79
2SFS 2025.03	81.11	78.02	79.53
CLIP-LoRA 2025.03	81.11	74.53	77.68
CoOp 2025.03	80.99	74.1	77.39
MaPLe 2023.06	80.82	78.7	79.75
MaPLe 2024.03	80.82	78.7	79.75
MaPLe 2024.08	80.82	78.7	79.75
MaPLe 2025.03	80.82	78.7	79.75
MaPLe 2025.03	80.82	78.7	79.75
MaPLe 2025.11	80.82	78.7	79.75
MaPLe 2025.12	80.82	78.7	79.75
MMA 2025.03	80.73	78.33	79.51
MMA 2025.03	80.73	78.33	79.51
MaPLe 2025.12	80.73	78.6	79.65
ProVP 2025.03	80.67	76.11	78.32
CoOp 2023.06	80.6	65.89	72.51
CoOp 2024.03	80.6	65.89	72.51
CoOp 2024.08	80.6	65.89	72.51
CoOp 2024.10	80.6	65.89	72.51
RPO 2024.10	80.6	77.8	79.18
CoOp 2025.03	80.6	65.89	72.51
CoOp 2025.03	80.6	65.89	72.51
CoOp 2025.11	80.6	65.89	72.51
CoOp 2025.12	80.6	65.89	72.51
CoOp 2025.12	80.6	65.89	72.51
KgCoOp 2023.06	80.29	76.53	78.36
KgCoOp 2024.08	80.29	76.53	78.36
KgCoOp 2025.03	80.29	76.53	78.36
KgCoOp 2025.03	80.29	76.53	78.36
KgCoOp 2025.11	80.29	76.53	78.36
MMA 2025.03	80.27	76.57	78.38
2SFS 2025.03	80.23	78.46	79.33
KgCoOp 2025.12	80	77.77	78.87
Co-CoOp 2023.06	79.74	76.86	78.27
CoCoOp 2024.03	79.74	76.86	78.27
CoCoOp 2024.08	79.74	76.86	78.27
CoCoOp 2024.10	79.74	76.86	78.27
CoCoOp 2025.03	79.74	76.86	78.27
CoCoOp 2025.03	79.74	76.86	78.27
CoOpOp 2025.11	79.74	76.86	78.27
CoCoOp 2025.12	79.74	76.86	78.27

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