Classification on COCO
98AccuracyClean
Evaluation Results
| Method | Links | |
|---|---|---|
| CleanCLIP Variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.04 | 98 | |
| CleanCLIP Variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.04 | 98 | |
| CleanCLIP Variant=OpenCLIP ViT-B/16, Zero-shot=true2026.04 | 97 | |
| Natural Light AttackCLIP Variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.04 | 97 | |
| Natural Light AttackCLIP Variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.04 | 97 | |
| Shadow AttackCLIP Variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.04 | 95 | |
| Natural Light AttackCLIP Variant=OpenCLIP ViT-B/16, Zero-shot=true2026.04 | 94 | |
| CleanCLIP Variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.04 | 93 | |
| Natural Light AttackCLIP Variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.04 | 93 | |
| Shadow AttackCLIP Variant=OpenCLIP ViT-B/16, Zero-shot=true2026.04 | 84 | |
| ITACLIP Variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.04 | 84 | |
| Shadow AttackCLIP Variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.04 | 82 | |
| Shadow AttackCLIP Variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.04 | 79 | |
| ITACLIP Variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.04 | 64 | |
| CNN MobileNetStatus=pre-trained2026.03 | 58.82 | |
| Saccader-MobileStatus=pre-trained2026.03 | 57.1 | |
| EVA-MobileStatus=pre-trained, Gaze supervision=free, Fine-tuning=none2026.03 | 55.82 | |
| ITACLIP Variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.04 | 51 | |
| ITACLIP Variant=OpenCLIP ViT-B/16, Zero-shot=true2026.04 | 46 | |
| EVA-MobileStatus=scratch, Gaze supervision=free, Fine-tuning=none2026.03 | 45.81 | |
| DRAMGaze supervision=free, Fine-tuning=none2026.03 | 43.32 | |
| MSLACLIP Variant=EVA-CLIP ViT-G/14, Zero-shot=true2026.04 | 36 | |
| MRAMGaze supervision=free, Fine-tuning=none2026.03 | 35.86 | |
| RAMGaze supervision=free, Fine-tuning=none2026.03 | 34.81 | |
| IB-ERM2021.06 | 31.66 | |
| MSLACLIP Variant=OpenCLIP ViT-B/16, Zero-shot=true2026.04 | 29 | |
| IB-IRM2021.06 | 25.1 | |
| MSLACLIP Variant=Meta-CLIP ViT-L/14, Zero-shot=true2026.04 | 23 | |
| ERM2021.06 | 22.7 | |
| IRM2021.06 | 18.47 | |
| MSLACLIP Variant=OpenAI CLIP ViT-L/14, Zero-shot=true2026.04 | 11 |