Classification on COCO (subset 300 images, 30 categories)
98AccuracyClean
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| CleanVisual Encoder=Meta-CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 98 | 3.65 | |
| CleanVisual Encoder=EVA-CLIP ViT-G/14, Evaluation Protocol=Zero-shot2026.03 | 98 | 3.65 | |
| CleanVisual Encoder=OpenCLIP ViT-B/16, Evaluation Protocol=Zero-shot2026.03 | 97 | 3.65 | |
| Natural Light AttackVisual Encoder=Meta-CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 97 | 2.14 | |
| Natural Light AttackVisual Encoder=EVA-CLIP ViT-G/14, Evaluation Protocol=Zero-shot2026.03 | 97 | 2.16 | |
| Shadow AttackVisual Encoder=EVA-CLIP ViT-G/14, Evaluation Protocol=Zero-shot2026.03 | 95 | 2.03 | |
| Natural Light AttackVisual Encoder=OpenCLIP ViT-B/16, Evaluation Protocol=Zero-shot2026.03 | 94 | 2.32 | |
| CleanVisual Encoder=OpenAI CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 93 | 3.65 | |
| Natural Light AttackVisual Encoder=OpenAI CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 93 | 2.07 | |
| Shadow AttackVisual Encoder=OpenCLIP ViT-B/16, Evaluation Protocol=Zero-shot2026.03 | 84 | 2.11 | |
| ITAVisual Encoder=EVA-CLIP ViT-G/14, Evaluation Protocol=Zero-shot2026.03 | 84 | 2.17 | |
| Shadow AttackVisual Encoder=Meta-CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 82 | 1.91 | |
| Shadow AttackVisual Encoder=OpenAI CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 79 | 1.78 | |
| Ours (random)Visual Encoder=EVA-CLIP ViT-G/14, Evaluation Protocol=Zero-shot2026.03 | 75 | 2.89 | |
| Ours (random)Visual Encoder=Meta-CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 68 | 2.47 | |
| Ours (best)Visual Encoder=EVA-CLIP ViT-G/14, Evaluation Protocol=Zero-shot2026.03 | 66 | 2.72 | |
| ITAVisual Encoder=Meta-CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 64 | 2.15 | |
| Ours (best)Visual Encoder=Meta-CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 58 | 2.39 | |
| Ours (random)Visual Encoder=OpenAI CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 53 | 2.64 | |
| Ours (random)Visual Encoder=OpenCLIP ViT-B/16, Evaluation Protocol=Zero-shot2026.03 | 52 | 2.71 | |
| ITAVisual Encoder=OpenAI CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 51 | 2.15 | |
| ITAVisual Encoder=OpenCLIP ViT-B/16, Evaluation Protocol=Zero-shot2026.03 | 46 | 2.11 | |
| Ours (best)Visual Encoder=OpenCLIP ViT-B/16, Evaluation Protocol=Zero-shot2026.03 | 43 | 2.29 | |
| Ours (best)Visual Encoder=OpenAI CLIP ViT-L/14, Evaluation Protocol=Zero-shot2026.03 | 42 | 2.51 |