List your company
ResearchFormerly WizWand

Image Classification on DTD (test) (Accuracy)

69.42Accuracy (DTD Test)AP
-1.237617.106235.4553.7938Apr 7, 2026Apr 20, 2026May 4, 2026May 17, 2026May 31, 2026Jun 13, 2026Jun 27, 2026
Updated 4mo ago

Evaluation results

MethodLinks
APArchitecture=CLIP (ViT-B/32)2026.0469.42
APArchitecture=Swin-Transformer (Swin-B)2026.0469.13
VPArchitecture=Swin-Transformer (Swin-B)2026.0465.39
VPArchitecture=CLIP (ViT-B/32)2026.0464.43
UR-JEPA(L CGLT)Pre-train dataset=Inet100, Pre-train epochs=800, Evaluation protocol=frozen-backbone linear-probe, Backbone features=concat of the last two CLS tokens, Probe epochs=50, Probe optimizer=AdamW with cosine annealing2026.0559.41
LeJEPA(L SIGReg)Pre-train dataset=Inet100, Pre-train epochs=800, Evaluation protocol=frozen-backbone linear-probe, Backbone features=concat of the last two CLS tokens, Probe epochs=50, Probe optimizer=AdamW with cosine annealing2026.0558.67
DMN-ZSBackbone=ViT-B/162026.0655.85
ComMemBackbone=ViT-B/162026.0655.5
DPEBackbone=ViT-B/162026.0654.2
ComMemBackbone=ResNet-502026.0653.43
HopSBackbone (Insd)=ResNet-50, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.0451.7
TPSBackbone=ViT-B/162026.0650.47
DMN-ZSBackbone=ResNet-502026.0650.41
DPEBackbone=ResNet-502026.0650.18
HopSBackbone (Insd)=ResNet-18, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.0448.8
DynaPromptBackbone=ViT-B/162026.0647.96
HopSBackbone (Insd)=CLIP-ResNet50, Insd confusion rate (γc)=0.67, Prompting (uni-prompt)=true2026.0447.8
TPTBackbone=ViT-B/162026.0647.75
TDABackbone=ViT-B/162026.0647.4
HopSBackbone (Insd)=ResNet-18, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.0447.3
DiffTPTBackbone=ViT-B/162026.0647
HopSBackbone (Insd)=ResNet-50, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.0446.2
EnsembleBackbone=ViT-B/162026.0645.04
CLIPBackbone=ViT-B/162026.0644.27
TDABackbone=ResNet-502026.0643.74
HopSBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.0443.1
HopSBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.0442.5
CoOpBackbone=ViT-B/162026.0641.92
HopSBackbone (Insd)=CLIP-ResNet50, Insd confusion rate (γc)=0.75, Prompting (uni-prompt)=true2026.0441.4
DynaPromptBackbone=ResNet-502026.0641.19
TPTBackbone=ResNet-502026.0640.84
DiffTPTBackbone=ResNet-502026.0640.72
CLIPBackbone=ResNet-502026.0640.37
EnsembleBackbone=ResNet-502026.0640.37
DSPTNOISE TYPE=SYM 90%2026.0540.02
LWCBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.0438.1
LWCBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.0437.8
HopSBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.0437.4
CoOpBackbone=ResNet-502026.0637.29
NLPROMTNOISE TYPE=SYM 90%2026.0536.6
LWCBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.0434.5
DSPTNOISE TYPE=PAIR 80%2026.0533.66
CCBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.0432.2
CEBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.0432
CEBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.0431.2
NLPROMTNOISE TYPE=PAIR 80%2026.0530.93
CEBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.0430.9
SELECTNOISE TYPE=SYM 90%2026.0529.91
LOGITNORMNOISE TYPE=SYM 90%2026.0529.08
CCBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.0425.8
CCBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.0425.7
BOOTSTRAPNOISE TYPE=SYM 90%2026.0522.36
COOPNOISE TYPE=SYM 90%2026.0521.19
SMOOTHINGNOISE TYPE=SYM 90%2026.0519.75
EXPBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.0419.4
EXPBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.0419.1
EXPBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.0416.7
GCEBackbone=ResNet-18, Confusion rate=0.80, Prompt type=uni-prompt2026.0416.6
GCEBackbone=ResNet-50, Confusion rate=0.80, Prompt type=uni-prompt2026.0415.1
COOPNOISE TYPE=PAIR 80%2026.058.58
GCEBackbone=CLIP-ResNet50, Confusion rate=0.80, Prompt type=uni-prompt2026.047.6
BOOTSTRAPNOISE TYPE=PAIR 80%2026.056.99
SMOOTHINGNOISE TYPE=PAIR 80%2026.055.78
SELECTNOISE TYPE=PAIR 80%2026.055.44
LOGITNORMNOISE TYPE=PAIR 80%2026.051.48