Zero-shot Classification on CIFAR100
74.83Top-1 AccuracyCLIP-PZSL
Evaluation results
| Method | Links | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|
| CLIP-PZSLq=0.12026.03 | 74.83 | — | — | — | — | — | — | 64.1 | — | |
| CLIP-PZSLq=0.32026.03 | 74.3 | — | — | — | — | — | — | 64.05 | — | |
| SigLIPBackbone=SigLIP-Base, Zero-shot=true2024.12 | 71.27 | — | — | — | 1.08 | 1.97 | — | — | — | |
| SigLIP (temp. scaling)Backbone=SigLIP-Base, Zero-shot=true2024.12 | 71.27 | — | — | — | 1.09 | 4.47 | — | — | — | |
| BayesVLMBackbone=SigLIP-Base, Zero-shot=true2024.12 | 71.22 | — | — | — | 1.08 | 1.52 | — | — | — | |
| CLIP-PZSLq=0.52026.03 | 71.21 | — | — | — | — | — | — | 64.01 | — | |
| Full PrecisionModel=VB16, Bit-width (W/A)=FP2025.11 | 66.9 | — | — | — | — | — | — | — | — | |
| RealModel=VB16, Bit-width (W/A)=W8A82025.11 | 64.7 | — | — | — | — | — | — | — | — | |
| Full PrecisionModel=VB32, Bit-width (W/A)=FP2025.11 | 64.2 | — | — | — | — | — | — | — | — | |
| RealModel=VB16, Bit-width (W/A)=W4A82025.11 | 63.4 | — | — | — | — | — | — | — | — | |
| CLIPq=0.12026.03 | 62.36 | — | — | — | — | — | — | 61.85 | — | |
| CLIPq=0.32026.03 | 62.36 | — | — | — | — | — | — | 61.85 | — | |
| CLIPq=0.52026.03 | 62.36 | — | — | — | — | — | — | 61.85 | — | |
| RealModel=VB32, Bit-width (W/A)=W8A82025.11 | 62.1 | — | — | — | — | — | — | — | — | |
| CALIPq=0.12026.03 | 61.71 | — | — | — | — | — | — | 63.25 | — | |
| CALIPq=0.32026.03 | 61.71 | — | — | — | — | — | — | 63.25 | — | |
| CALIPq=0.52026.03 | 61.71 | — | — | — | — | — | — | 63.25 | — | |
| TTABackbone=SigLIP-Base, Zero-shot=true2024.12 | 60.95 | — | — | — | 1.62 | 2.09 | — | — | — | |
| RealModel=VB32, Bit-width (W/A)=W4A82025.11 | 59.8 | — | — | — | — | — | — | — | — | |
| D4CModel=VB16, Bit-width (W/A)=W8A82025.11 | 59.7 | — | — | — | — | — | — | — | — | |
| RealModel=VB32, Bit-width (W/A)=W6A62025.11 | 59.2 | — | — | — | — | — | — | — | — | |
| Full PrecisionModel=RN50x16, Bit-width (W/A)=FP2025.11 | 52.2 | — | — | — | — | — | — | — | — | |
| D4CModel=VB32, Bit-width (W/A)=W8A82025.11 | 51 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=VB16, Bit-width (W/A)=W8A82025.11 | 50.8 | — | — | — | — | — | — | — | — | |
| RealModel=RN50x16, Bit-width (W/A)=W8A82025.11 | 50.4 | — | — | — | — | — | — | — | — | |
| D4CModel=RN50x16, Bit-width (W/A)=W8A82025.11 | 50.3 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=RN50x16, Bit-width (W/A)=W8A82025.11 | 50.1 | — | — | — | — | — | — | — | — | |
| D4CModel=VB16, Bit-width (W/A)=W4A82025.11 | 49.8 | — | — | — | — | — | — | — | — | |
| GaussianModel=RN50x16, Bit-width (W/A)=W8A82025.11 | 49.4 | — | — | — | — | — | — | — | — | |
| RealModel=RN50x16, Bit-width (W/A)=W6A62025.11 | 48.7 | — | — | — | — | — | — | — | — | |
| RealModel=RN50x16, Bit-width (W/A)=W4A82025.11 | 48.6 | — | — | — | — | — | — | — | — | |
| D4CModel=RN50x16, Bit-width (W/A)=W6A62025.11 | 48.2 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=RN50x16, Bit-width (W/A)=W6A62025.11 | 48 | — | — | — | — | — | — | — | — | |
| RealModel=VB16, Bit-width (W/A)=W6A62025.11 | 48 | — | — | — | — | — | — | — | — | |
| D4CModel=RN50x16, Bit-width (W/A)=W4A82025.11 | 46.2 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=RN50x16, Bit-width (W/A)=W4A82025.11 | 45.9 | — | — | — | — | — | — | — | — | |
| D4CModel=VB32, Bit-width (W/A)=W6A62025.11 | 45.8 | — | — | — | — | — | — | — | — | |
| GaussianModel=RN50x16, Bit-width (W/A)=W6A62025.11 | 44.4 | — | — | — | — | — | — | — | — | |
| GaussianModel=RN50x16, Bit-width (W/A)=W4A82025.11 | 43.2 | — | — | — | — | — | — | — | — | |
| D4CModel=VB32, Bit-width (W/A)=W4A82025.11 | 41.8 | — | — | — | — | — | — | — | — | |
| D4CModel=RN50, Bit-width (W/A)=W8A82025.11 | 40.8 | — | — | — | — | — | — | — | — | |
| Full PrecisionModel=RN50, Bit-width (W/A)=FP2025.11 | 40.3 | — | — | — | — | — | — | — | — | |
| GaussianModel=VB16, Bit-width (W/A)=W8A82025.11 | 39.4 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=VB16, Bit-width (W/A)=W4A82025.11 | 39.1 | — | — | — | — | — | — | — | — | |
| RealModel=RN50, Bit-width (W/A)=W8A82025.11 | 39 | — | — | — | — | — | — | — | — | |
| RealModel=RN50, Bit-width (W/A)=W4A82025.11 | 38.9 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=RN50, Bit-width (W/A)=W8A82025.11 | 38.6 | — | — | — | — | — | — | — | — | |
| GaussianModel=RN50, Bit-width (W/A)=W8A82025.11 | 38.5 | — | — | — | — | — | — | — | — | |
| RealModel=RN50, Bit-width (W/A)=W6A62025.11 | 37.6 | — | — | — | — | — | — | — | — | |
| D4CModel=RN50, Bit-width (W/A)=W6A62025.11 | 36.4 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=VB32, Bit-width (W/A)=W8A82025.11 | 35.5 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=RN50, Bit-width (W/A)=W6A62025.11 | 31.6 | — | — | — | — | — | — | — | — | |
| D4CModel=RN50, Bit-width (W/A)=W4A82025.11 | 26.9 | — | — | — | — | — | — | — | — | |
| GaussianModel=RN50, Bit-width (W/A)=W6A62025.11 | 25.7 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=VB32, Bit-width (W/A)=W6A62025.11 | 24.9 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=VB32, Bit-width (W/A)=W4A82025.11 | 22.1 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=RN50, Bit-width (W/A)=W4A82025.11 | 20.1 | — | — | — | — | — | — | — | — | |
| D4CModel=VB16, Bit-width (W/A)=W6A62025.11 | 19.5 | — | — | — | — | — | — | — | — | |
| GaussianModel=RN50, Bit-width (W/A)=W4A82025.11 | 8 | — | — | — | — | — | — | — | — | |
| GaussianModel=VB16, Bit-width (W/A)=W4A82025.11 | 5.7 | — | — | — | — | — | — | — | — | |
| BNS&PSEModel=VB16, Bit-width (W/A)=W6A62025.11 | 4.9 | — | — | — | — | — | — | — | — | |
| GaussianModel=VB32, Bit-width (W/A)=W8A82025.11 | 4.8 | — | — | — | — | — | — | — | — | |
| GaussianModel=VB32, Bit-width (W/A)=W6A62025.11 | 3 | — | — | — | — | — | — | — | — | |
| GaussianModel=VB32, Bit-width (W/A)=W4A82025.11 | 2.8 | — | — | — | — | — | — | — | — | |
| GaussianModel=VB16, Bit-width (W/A)=W6A62025.11 | 2.4 | — | — | — | — | — | — | — | — | |
| Anti-AdvDefense Category=Test-Time Defense2026.01 | — | 51.5 | 34.9 | — | — | — | — | — | — | |
| C-PGCVariant=RN101-COCO2026.05 | — | — | — | — | — | — | — | — | 60.5 | |
| C-PGCVariant=ViT-B/16-COCO2026.05 | — | — | — | — | — | — | — | — | 90.3 | |
| CLIPDefense Category=Original2026.01 | — | 59.6 | 0.1 | — | — | — | — | — | — | |
| CSRDefense Category=Test-Time Defense2026.01 | — | 59.4 | 45.3 | — | — | — | — | — | — | |
| DarkLLMVariant=Ensemble2026.05 | — | — | — | — | — | — | — | — | 97.3 | |
| ETUVariant=RN50-Flickr2026.05 | — | — | — | — | — | — | — | — | 64 | |
| ETUVariant=ViT-B/16-Flickr2026.05 | — | — | — | — | — | — | — | — | 89.7 | |
| FAREDefense Category=Adversarial Fine-tuning2026.01 | — | 36.2 | 36.2 | — | — | — | — | — | — | |
| GD-UAPVariant=Seg2026.05 | — | — | — | — | — | — | — | — | 78.2 | |
| GD-UAPVariant=CLS2026.05 | — | — | — | — | — | — | — | — | 80.4 | |
| HDDefense Category=Test-Time Defense2026.01 | — | 57.6 | 7.9 | — | — | — | — | — | — | |
| LPFDefense Category=Test-Time Defense2026.01 | — | 63.4 | 19.6 | — | — | — | — | — | — | |
| Meta-UAPVariant=Ensemble2026.05 | — | — | — | — | — | — | — | — | 93.2 | |
| Meta-UAPVariant=Ensemble-Meta2026.05 | — | — | — | — | — | — | — | — | 88.5 | |
| R-TPTDefense Category=Test-Time Defense2026.01 | — | 51.8 | 36.4 | — | — | — | — | — | — | |
| TeCoADefense Category=Adversarial Fine-tuning2026.01 | — | 37.9 | 37.8 | — | — | — | — | — | — | |
| TRM-UAPVariant=GoogleNet2026.05 | — | — | — | — | — | — | — | — | 84 | |
| TRM-UAPVariant=RN1522026.05 | — | — | — | — | — | — | — | — | 73.9 | |
| TTCDefense Category=Test-Time Defense2026.01 | — | 63.1 | 11.1 | — | — | — | — | — | — | |
| TTEDefense Category=Test-Time Defense2026.01 | — | 60.4 | 14.2 | — | — | — | — | — | — | |
| X-TransferVariant=Vanilla2026.05 | — | — | — | — | — | — | — | — | 85.8 | |
| X-TransferVariant=Base2026.05 | — | — | — | — | — | — | — | — | 97.3 |