Text Retrieval on COCO (test)
72.7R@1UNCHA
Evaluation results
| Method | Links | |||
|---|---|---|---|---|
| UNCHABackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 72.7 | 82.7 | — | |
| MERUBackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 72.3 | 82 | — | |
| HyCoCLIPBackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 72 | 82 | — | |
| CLIPBackbone=ViT-B/16, Evaluation protocol=Zero-shot2026.03 | 71.4 | 81.5 | — | |
| UNCHABackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 69.9 | 79.7 | — | |
| HyCoCLIPBackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 69.5 | 79.5 | — | |
| CLIPBackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 69.3 | 79.1 | — | |
| MERUBackbone=ViT-S/16, Evaluation protocol=Zero-shot2026.03 | 68.8 | 78.8 | — | |
| ATMG†Backbone=ViT-B/16, Evaluation protocol=Zero-shot, Training dataset=GRIT2026.03 | 62.9 | 74 | — | |
| ATMG†Backbone=ViT-S/16, Evaluation protocol=Zero-shot, Training dataset=GRIT2026.03 | 62.6 | 74.2 | — | |
| PTM-STPairs=500, Ratio=4.4‰2026.03 | 6.9 | 20.1 | 30 | |
| PTM-STPairs=200, Ratio=1.7‰2026.03 | 5.7 | 18.2 | 27.8 | |
| MTT-VLPairs=500, Ratio=4.4‰2026.03 | 5 | 17.2 | 26 | |
| PTM-STPairs=100, Ratio=0.8‰2026.03 | 4.1 | 13.4 | 22 | |
| LoRSPairs=500, Ratio=4.4‰2026.03 | 4.1 | 12.8 | 20.2 | |
| LoRSPairs=200, Ratio=1.7‰2026.03 | 3.6 | 12.1 | 20.8 | |
| MTT-VLPairs=200, Ratio=1.7‰2026.03 | 3.3 | 11.9 | 19.4 | |
| DATMPairs=500, Ratio=4.4‰2026.03 | 3.2 | 10.9 | 18.3 | |
| LoRSPairs=100, Ratio=0.8‰2026.03 | 3 | 11 | 18.5 | |
| DATMPairs=200, Ratio=1.7‰2026.03 | 2.8 | 11.1 | 17.8 | |
| MTT-VLPairs=100, Ratio=0.8‰2026.03 | 2.5 | 10 | 15.7 | |
| DATMPairs=100, Ratio=0.8‰2026.03 | 2.5 | 9.1 | 14.9 |