Image Classification on STL-10 (Accuracy)
97.01AccuracyFARE
Evaluation results
| Method | Links | |
|---|---|---|
| FAREEvaluation Protocol=Clean, Zero-shot Evaluation=true, Backbone=CLIP-L/142026.02 | 97.01 | |
| SAFT-LEvaluation Protocol=Clean, Zero-shot Evaluation=true, Backbone=CLIP-L/142026.02 | 95.64 | |
| SAFT-LEvaluation Protocol=Robust, Zero-shot Evaluation=true, Backbone=CLIP-L/14, Adversarial Attack=PGD-100, Perturbation Budget (epsilon)=1/2552026.02 | 95.64 | |
| ITOPre-training Dataset=CC12M, Backbone=ViT-B/16, Epochs=30, Evaluation protocol=Zero-shot2026.03 | 95.4 | |
| ITO sub2Pre-training Dataset=CC12M, Backbone=ViT-B/16, Epochs=30, Evaluation protocol=Zero-shot2026.03 | 94.8 | |
| SLIPPre-training Dataset=CC12M, Backbone=ViT-B/16, Epochs=30, Evaluation protocol=Zero-shot2026.03 | 91.3 | |
| FLAIRPre-training Dataset=CC12M, Backbone=ViT-B/16, Epochs=30, Evaluation protocol=Zero-shot2026.03 | 89.1 | |
| SigLIPPre-training Dataset=CC12M, Backbone=ViT-B/16, Epochs=30, Evaluation protocol=Zero-shot2026.03 | 88.7 | |
| CLIPPre-training Dataset=CC12M, Backbone=ViT-B/16, Epochs=30, Evaluation protocol=Zero-shot2026.03 | 88 | |
| FAREEvaluation Protocol=Robust, Zero-shot Evaluation=true, Backbone=CLIP-L/14, Adversarial Attack=PGD-100, Perturbation Budget (epsilon)=1/2552026.02 | 80.18 |