Hierarchical Classification on ImageNet (val)
2.94TIEUNCHA
Evaluation Results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| UNCHABackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 2.94 | 1.96 | 0.83 | 0.88 | 0.88 | |
| HyCoCLIPBackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 3.17 | 2.05 | 0.81 | 0.87 | 0.87 | |
| UNCHABackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 3.39 | 2.14 | 0.8 | 0.86 | 0.86 | |
| HyCoCLIPBackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 3.55 | 2.17 | 0.79 | 0.86 | 0.85 | |
| CLIPBackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 3.6 | 2.21 | 0.79 | 0.85 | 0.85 | |
| MERUBackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 3.63 | 2.22 | 0.78 | 0.85 | 0.85 | |
| CLIPBackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 4.02 | 2.39 | 0.76 | 0.83 | 0.84 | |
| MERUBackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 4.08 | 2.39 | 0.76 | 0.83 | 0.83 | |
| ATMG†Backbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 4.19 | 2.48 | 0.75 | 0.83 | 0.83 | |
| ATMG†Backbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 4.26 | 2.5 | 0.75 | 0.82 | 0.83 |