Zero-shot Classification on COCO-80
98Accuracy (%)Clean
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleanBackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=None2026.03 | 98 | 3.65 | |
| CleanBackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=None2026.03 | 98 | 3.65 | |
| CleanBackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=None2026.03 | 97 | 3.65 | |
| NaturalLightAttackBackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=Natural Light2026.03 | 97 | 2.14 | |
| NaturalLightAttackBackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=Natural Light2026.03 | 97 | 2.16 | |
| ShadowAttackBackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=Shadow2026.03 | 95 | 2.03 | |
| NaturalLightAttackBackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=Natural Light2026.03 | 94 | 2.32 | |
| CleanBackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=None2026.03 | 93 | 3.65 | |
| NaturalLightAttackBackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=Natural Light2026.03 | 93 | 2.07 | |
| ShadowAttackBackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=Shadow2026.03 | 84 | 2.11 | |
| ITABackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=Illumination Transformation2026.03 | 84 | 2.17 | |
| ShadowAttackBackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=Shadow2026.03 | 82 | 1.91 | |
| ShadowAttackBackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=Shadow2026.03 | 79 | 1.78 | |
| ITABackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=Illumination Transformation2026.03 | 64 | 2.15 | |
| XSPABackbone=Meta-CLIP ViT-L/14, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.03 | 60.67 | 2.89 | |
| XSPABackbone=EVA-CLIP ViT-G/14, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.03 | 60.33 | 2.78 | |
| ITABackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=Illumination Transformation2026.03 | 51 | 2.15 | |
| ITABackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=Illumination Transformation2026.03 | 46 | 2.11 | |
| XSPABackbone=OpenAI CLIP ViT-L/14, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.03 | 40.67 | 2.76 | |
| XSPABackbone=OpenCLIP ViT-B/16, Zero-shot=true, Attack Type=X-shaped Sparse Pixel2026.03 | 30 | 2.71 |