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

85.57Accuracy (Base)2SFS

Evaluation Results

Method
2SFS2025.03	85.57	82.24	83.87
2SFS2025.03	85.57	82.24	83.87
MMA2025.03	85.03	81.77	83.37
MMA2025.03	85.03	81.77	83.37
2SFS2025.03	84.25	81.84	83.03
MMRL + AmPLe2025.12	83.97	80.67	82.29
PromptKD2024.03	83.69	81.54	82.6
MMA2025.03	83.67	81.4	82.52
MMA + AmPLe2025.12	83.67	80	81.79
PromptSRC + DPC2025.03	83.63	78.08	80.76
PromptKD2025.03	83.53	81.07	82.28
VaMP2025.11	83.37	78.95	81.09
PromptKD + DPC2025.03	83.28	81.07	82.17
MMRL2025.03	83.2	79.3	81.2
MMRL2025.11	83.2	79.3	81.2
MMRL2025.12	83.2	79.3	81.2
MMRL2025.12	83.13	79.23	81.13
AAPE2024.10	82.93	79.87	81.37
TransAgent2024.10	82.9	79.3	81.06
RMAdapter2025.12	82.87	79.97	81.39
CoOp + DPC2025.03	82.81	74.1	78.21
AttriPrompt2025.12	82.77	79.5	81.1
PromptSRC2023.06	82.67	78.47	80.52
PromptSRC2024.03	82.67	78.47	80.52
MetaPrompt2024.08	82.67	78.47	80.52
PromptSRC2024.10	82.67	78.47	80.52
PromptSRC2025.03	82.67	78.47	80.52
PromptSRC2025.11	82.67	78.47	80.52
PromptSRC2025.12	82.67	78.47	81.31
CoPrompt2023.06	82.63	80.03	81.31
CoPrompt2024.08	82.63	80.03	81.31
TCP2025.03	82.63	78.2	80.35
TCP2025.11	82.63	78.2	80.35
TCP2025.12	82.63	78.2	80.35
CoPrompt2025.12	82.63	80.03	81.31
2SFS2025.03	82.59	78.91	80.7
2SFS2025.11	82.59	78.91	80.7
HPT2024.08	82.57	79.26	80.88
OGEN2024.10	82.57	78.83	80.65
MaPLe + AmPLe2025.12	82.57	79.8	81.16
HPT++2024.08	82.4	79.86	81.11
SkipT2025.11	82.4	79.03	80.68
MMA2025.12	82.3	78.53	80.37
PromptSRC2025.03	82.28	78.08	80.13
MMA2025.03	82.27	78.57	80.38
MMA2025.03	82.27	78.57	80.38
MMA2025.11	82.27	78.57	80.38
MMA2025.12	82.27	78.57	80.38
MMA2025.12	82.27	78.57	80.38
MetaPrompt2025.03	82.26	79.04	80.62
PromptSRC2024.08	82.1	79.01	80.53
MaPLe + DPC2025.03	82.02	75.93	78.86
MaPLe2025.03	81.54	75.93	78.63
ProGrad2023.06	81.26	74.17	77.55
ProGrad2024.08	81.26	74.17	77.55
ProGrad2025.03	81.26	74.17	77.55
2SFS2025.03	81.25	78.76	79.99
2SFS2025.03	81.25	78.76	79.99
IPO2025.12	81.25	80.92	81.08
MaPLe2025.12	81.24	78.41	79.79
2SFS2025.03	81.11	78.02	79.53
CLIP-LoRA2025.03	81.11	74.53	77.68
CoOp2025.03	80.99	74.1	77.39
MaPLe2023.06	80.82	78.7	79.75
MaPLe2024.03	80.82	78.7	79.75
MaPLe2024.08	80.82	78.7	79.75
MaPLe2025.03	80.82	78.7	79.75
MaPLe2025.03	80.82	78.7	79.75
MaPLe2025.11	80.82	78.7	79.75
MaPLe2025.12	80.82	78.7	79.75
MMA2025.03	80.73	78.33	79.51
MMA2025.03	80.73	78.33	79.51
MaPLe2025.12	80.73	78.6	79.65
ProVP2025.03	80.67	76.11	78.32
CoOp2023.06	80.6	65.89	72.51
CoOp2024.03	80.6	65.89	72.51
CoOp2024.08	80.6	65.89	72.51
CoOp2024.10	80.6	65.89	72.51
RPO2024.10	80.6	77.8	79.18
CoOp2025.03	80.6	65.89	72.51
CoOp2025.03	80.6	65.89	72.51
CoOp2025.11	80.6	65.89	72.51
CoOp2025.12	80.6	65.89	72.51
CoOp2025.12	80.6	65.89	72.51
KgCoOp2023.06	80.29	76.53	78.36
KgCoOp2024.08	80.29	76.53	78.36
KgCoOp2025.03	80.29	76.53	78.36
KgCoOp2025.03	80.29	76.53	78.36
KgCoOp2025.11	80.29	76.53	78.36
MMA2025.03	80.27	76.57	78.38
2SFS2025.03	80.23	78.46	79.33
KgCoOp2025.12	80	77.77	78.87
Co-CoOp2023.06	79.74	76.86	78.27
CoCoOp2024.03	79.74	76.86	78.27
CoCoOp2024.08	79.74	76.86	78.27
CoCoOp2024.10	79.74	76.86	78.27
CoCoOp2025.03	79.74	76.86	78.27
CoCoOp2025.03	79.74	76.86	78.27
CoOpOp2025.11	79.74	76.86	78.27
CoCoOp2025.12	79.74	76.86	78.27