Image Classification on MS COCO 300 images subset (test)
98AccuracyClean
Evaluation results
| Method | Links | |
|---|---|---|
| CleanCLIP variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.01 | 98 | |
| CleanCLIP variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.01 | 98 | |
| CleanCLIP variant=OpenCLIP ViT-B/16, Zero-shot=true2026.01 | 97 | |
| Natural Light AttackCLIP variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.01 | 97 | |
| Natural Light AttackCLIP variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.01 | 97 | |
| Shadow AttackCLIP variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.01 | 95 | |
| Natural Light AttackCLIP variant=OpenCLIP ViT-B/16, Zero-shot=true2026.01 | 94 | |
| CleanCLIP variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.01 | 93 | |
| Natural Light AttackCLIP variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.01 | 93 | |
| Shadow AttackCLIP variant=OpenCLIP ViT-B/16, Zero-shot=true2026.01 | 84 | |
| ITACLIP variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.01 | 84 | |
| Shadow AttackCLIP variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.01 | 82 | |
| Shadow AttackCLIP variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.01 | 79 | |
| ITACLIP variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.01 | 64 | |
| Semantic Decoupling-Based Two-Stage Rainy-Day AttackCLIP variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.01 | 58 | |
| Semantic Decoupling-Based Two-Stage Rainy-Day AttackCLIP variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.01 | 54 | |
| ITACLIP variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.01 | 51 | |
| ITACLIP variant=OpenCLIP ViT-B/16, Zero-shot=true2026.01 | 46 | |
| Semantic Decoupling-Based Two-Stage Rainy-Day AttackCLIP variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.01 | 42 | |
| Semantic Decoupling-Based Two-Stage Rainy-Day AttackCLIP variant=OpenCLIP ViT-B/16, Zero-shot=true2026.01 | 35 |