MCQ-Neg on NegBench
84.55Affirmed AccuracyHANCLIP (HiMo-CLIP backbone)
Evaluation Results
| Method | Links | ||||
|---|---|---|---|---|---|
| HANCLIP (HiMo-CLIP backbone)ViT=L/14, Setting=+ Ours2026.06 | 84.55 | 8.34 | 61.18 | 52.5 | |
| NegCLIPCC12MViT=B/32, Setting=Base2026.06 | 80.22 | 27.86 | 60.09 | 56.81 | |
| HiMo-CLIPViT=L/14, Setting=Base2026.06 | 79.82 | 4.87 | 51.04 | 46.33 | |
| CLIPViT=B/16, Setting=Base2026.06 | 73.03 | 10.53 | 39.36 | 41.82 | |
| CLIPCC12MViT=B/32, Setting=Base2026.06 | 72.98 | 34.06 | 56.41 | 55.04 | |
| HANCLIP (LongCLIP backbone)ViT=L/14, Setting=+ Ours2026.06 | 69.73 | 15.13 | 43.19 | 43.44 | |
| CE_CLIPViT=B/32, Setting=Base2026.06 | 69.59 | 11.44 | 29.27 | 37.49 | |
| CLIPViT=B/32, Setting=Base2026.06 | 69.24 | 6.9 | 39.46 | 39.4 | |
| HANCLIP (CLIP backbone)ViT=B/16, Setting=+ Ours2026.06 | 67.86 | 12.25 | 53.53 | 45.4 | |
| HANCLIP (LongCLIP backbone)ViT=B/16, Setting=+ Ours2026.06 | 67.52 | 13.48 | 38.82 | 40.67 | |
| LongCLIPViT=B/16, Setting=Base2026.06 | 65.06 | 12.3 | 26.69 | 35.32 | |
| HANCLIP (CLIP backbone)ViT=B/32, Setting=+ Ours2026.06 | 64.91 | 8.98 | 49.06 | 41.83 | |
| LongCLIPViT=L/14, Setting=Base2026.06 | 64.67 | 11.44 | 33.7 | 37.3 | |
| HANCLIP (SmartCLIP backbone)ViT=B/16, Setting=+ Ours2026.06 | 63.53 | 19.89 | 36.83 | 40.65 | |
| CLIPViT=L/14, Setting=Base2026.06 | 62.4 | 7.65 | 41.55 | 37.99 | |
| HANCLIP (SmartCLIP backbone)ViT=L/14, Setting=+ Ours2026.06 | 62.25 | 19.09 | 37.33 | 40.13 | |
| SmartCLIPViT=L/14, Setting=Base2026.06 | 61.27 | 13.32 | 32.26 | 36.24 | |
| HANCLIP (CLIP backbone)ViT=L/14, Setting=+ Ours2026.06 | 59.4 | 10.32 | 46.17 | 39.38 | |
| SmartCLIPViT=B/16, Setting=Base2026.06 | 51.08 | 15.88 | 17.05 | 28.37 | |
| NegCLIPViT=B/32, Setting=Base2026.06 | 47.24 | 14.76 | 16.4 | 26.48 | |
| NegationCLIPViT=B/32, Setting=Base2026.06 | 43.95 | 22.41 | 26.04 | 31.04 | |
| NegationCLIPViT=B/16, Setting=Base2026.06 | 43.7 | 21.23 | 25.84 | 30.52 | |
| NegationCLIPViT=L/14, Setting=Base2026.06 | 40.4 | 22.25 | 27.78 | 30.37 | |
| CoNCLIPViT=L/14, Setting=Base2026.06 | 17.47 | 32.03 | 29.77 | 26.26 | |
| CoNCLIPViT=B/32, Setting=Base2026.06 | 14.42 | 33.64 | 24.5 | 23.93 |