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ResearchFormerly WizWand

Image Classification on Aircraft (Accuracy)

85.2AccuracyR12
2.83224.21645.666.984Jul 7, 2025Sep 5, 2025Nov 5, 2025Jan 5, 2026Mar 7, 2026May 7, 2026Jul 7, 2026
Updated 3mo ago

Evaluation results

MethodLinks
R12Student Model=LCNet-35, Teacher Selection Metric=R122026.0585.2
SSPStudent Model=LCNet-35, Teacher Selection Metric=SSP2026.0584.5
TACStudent Model=LCNet-35, Teacher Selection Metric=TAC2026.0584
CEStudent Model=LCNet-35, Teacher Selection Metric=None (Cross-Entropy)2026.0577.3
+DP-FMShot=162026.0559.2
GalLoP+OursShots=42026.0559.1
GalLoPShots=42026.0558.3
CLIP-LoRAShot=162026.0554.7
PromptSRC+OursShots=42026.0552
EBMmode=Fine-tuning2025.1051.3
PromptSRCShots=42026.0550.8
PromptSRCmode=Fine-tuning2025.1050.8
TCP+OursShots=42026.0550.6
TCP*Shots=42026.0549.2
MaPLeShots=42026.0548.4
MaPLemode=Fine-tuning2025.1048.4
PLOT++Shot=162026.0546.7
PLOTShots=42026.0546.7
PLOTmode=Fine-tuning2025.1046.7
TIP-AdapterShot=162026.0544.6
CoOpShots=42026.0543.4
CoOpmode=Fine-tuning2025.1043.4
CoOpShot=162026.0543.3
ProGradShot=162026.0543
+DP-FMShot=42026.0541.7
GEOMMeta-Album Size=Extended, Training Dataset=Meta-Album2025.0740.88
LoCoOpShots=42026.0540.7
ProDAShots=42026.0540.2
GEOMMeta-Album Size=Mini, Training Dataset=Meta-Album2025.0739.73
CLIP-LoRA+OursShots=42026.0539.6
CLIP-LoRAShot=42026.0538.8
GEOM-INTraining Dataset=ImageNet-1k2025.0738.24
CLIP-LoRAShots=42026.0538.1
KgCoOpShot=162026.0536.5
TIP-AdapterShot=42026.0535.7
PLOT++Shot=42026.0535.3
CLIP-AdapterShot=162026.0534.2
ProGradShot=42026.0534.1
CoCoOpShot=162026.0533.8
KgCoOpShot=42026.0532.2
SCPTBackbone=ViT-B/322026.0731.93
CoCoOpShots=42026.0531.2
CoCoOpmode=Fine-tuning2025.1031.2
CoOpShot=42026.0530.9
SCPTBackbone=RN502026.0730.62
CoCoOpShot=42026.0530.6
TIP-Adapter-F+OursShots=42026.0530.6
ATPromptBackbone=ViT-B/322026.0730.6
CoOpBackbone=ViT-B/322026.0729.93
+DP-FMShot=12026.0529.6
TIP-Adapter-FShots=42026.0529.4
GEOMMeta-Album Size=Micro, Training Dataset=Meta-Album2025.0729.26
ProGradShot=12026.0528.9
TIP-AdapterShot=12026.0528.8
PLOT++Shot=12026.0528.6
TCPBackbone=ViT-B/322026.0728.37
CoOpBackbone=RN502026.0728.35
ATPromptBackbone=RN502026.0728.33
CoCoOpShot=12026.0528.1
CLIP-LoRAShot=12026.0528
CLIP-AdapterShot=42026.0527.9
TCPBackbone=RN502026.0727.54
KgCoOpShot=12026.0526.8
KgCoOpBackbone=ViT-B/322026.0726.7
KgCoOpBackbone=RN502026.0726.05
CLIP-AdapterShot=12026.0525.2
CLIPShot=02026.0524.8
CLIPmode=Fine-tuning2025.1024.8
PromptSRCSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.1123.02
MaPLeSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.1121.39
CLIPBackbone=ViT-B/322026.0720.85
CoOpShot=12026.0520.8
Co-CoOpSource Dataset=ImageNet, Evaluation Protocol=Cross-dataset transfer (zero-shot)2025.1120.73
CLIPBackbone=RN502026.0718.72
CoCoOpBackbone=RN502026.0716.27
ProTextBackbone=ViT-B/322026.0710.11
CoCoOpBackbone=ViT-B/322026.077
ProTextBackbone=RN502026.076