Long-caption Cross-modal Retrieval on DOCCI (test)
81.12T2I Recall@1HyFL-CLIP
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| HyFL-CLIPModel Type=Euclidean VLM with our hyperbolic fine-tuning, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 81.12 | 78.41 | |
| UNCHA + OursModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot, Framework=hyperbolic fine-tuning without distillation loss2026.07 | 63.57 | 66.92 | |
| HyCoCLIP + OursModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot, Framework=hyperbolic fine-tuning without distillation loss2026.07 | 61.16 | 63.73 | |
| HyFL-CLIPModel Type=Euclidean VLM with our hyperbolic fine-tuning, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 58.75 | 59 | |
| MERU + OursModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot, Framework=hyperbolic fine-tuning without distillation loss2026.07 | 58.1 | 61.71 | |
| OpenCLIPModel Type=Euclidean VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 57.22 | 60.84 | |
| HyCoCLIPModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 52.04 | 53.78 | |
| MERUModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 49.8 | 53.16 | |
| UNCHAModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 46.76 | 46.73 | |
| UNCHA + OursModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot, Framework=hyperbolic fine-tuning without distillation loss2026.07 | 44.23 | 47.03 | |
| HyCoCLIP + OursModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot, Framework=hyperbolic fine-tuning without distillation loss2026.07 | 42.74 | 45.3 | |
| MERU + OursModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot, Framework=hyperbolic fine-tuning without distillation loss2026.07 | 41.08 | 44.75 | |
| OpenCLIPModel Type=Euclidean VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 33.73 | 36.83 | |
| HyCoCLIPModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 32.6 | 33.39 | |
| MERUModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 32.11 | 34 | |
| UNCHAModel Type=State-of-the-art hyperbolic VLM, Backbone=ViT-B, Protocol=Zero-shot2026.07 | 29.16 | 29.27 |