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ResearchFormerly WizWand

Image Classification on ImageNet (source)

73.91AccuracyFVG-PT
59.786863.453467.1270.7866Aug 29, 2023Feb 18, 2024Aug 10, 2024Jan 31, 2025Jul 24, 2025Jan 14, 2026Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
FVG-PTbase_method=MMRL2026.0373.91
MMRL2025.1273.7
MMRLbase_method=MMRL2026.0373.7
FARL2025.1273.43
FVG-PTbase_method=PromptSRC2026.0372.86
VaMP2025.1172.83
TAC2026.0372.77
PromptSRCbase_method=PromptSRC2026.0372.43
FVG-PTbase_method=KgCoOp2026.0372.17
FVG-PTbase_method=CoOp2026.0372.09
MMRL2025.1172.03
MMRL2026.0372.03
RPOLearnable=true, shots=16 per class2023.0871.67
CoOpbase_method=CoOp2026.0371.55
CoOpLearnable=true, shots=16 per class2023.0871.51
CoOp2025.1171.51
CoOp2026.0371.51
CoOpFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.0771.51
DeAR2026.0371.5
CoOp2026.0571.5
TCPFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.0771.4
PromptSRC2025.1171.27
PromptSRC2026.0371.27
KgCoOpbase_method=KgCoOp2026.0371.2
PromptSRC + CAKI2026.0571.2
TCP + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.0771.17
CoCoOp + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.0771.03
CoCoOpLearnable=true, shots=16 per class2023.0871.02
CoOpOp2025.1171.02
CoOp2025.1271.02
CoCoOpFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.0771.02
MMA2025.1171
MMA2025.1271
CoCoOp2026.0571
PromptSRCre-implemented=true2026.0570.9
CoPrompt + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.0770.86
CoPromptFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.0770.8
MaPLe2025.1170.72
MaPLe2025.1270.72
MaPLe2026.0370.72
MaPLeFramework=Prompt Learning, Optimizer=Baseline, Setting=Zero-shot2026.0770.72
MaPLe + CAKI2026.0570.7
MaPLe + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.0770.69
CoOp + SAMPLeFramework=Prompt Learning, Optimizer=SAMPLe, Setting=Zero-shot2026.0770.6
MaPLere-implemented=true2026.0570.1
CLIPLearnable=false2023.0866.73
CLIP2025.1166.73
CLIP2025.1266.73
T-DHATraining Type=Training-free2025.1264.85
APETraining Type=Training-free2025.1263.42
Tip-AdapterTraining Type=Training-free2025.1262.03
CALIPTraining Type=Zero-shot2025.1260.57
CLIPTraining Type=Zero-shot2025.1260.33