Text-to-Image Retrieval on MSCOCO Caption
59.9R@1ALIGN
Evaluation results
| Method | Links | ||
|---|---|---|---|
| ALIGNtuning_mode=fine-tuning (FT100%), resolution=2892022.06 | 59.9 | — | |
| Uni-Perceiver-L + Conditional MoEstuning_mode=fine-tuning (FT100%)2022.06 | 58.3 | — | |
| Uni-Perceiver-Ltuning_mode=fine-tuning (FT100%)2022.06 | 57.9 | — | |
| Uni-Perceiver-L + Conditional MoEstuning_mode=prompt tuning (PT1%)2022.06 | 57.1 | — | |
| Uni-Perceiver-Ltuning_mode=prompt tuning (PT1%)2022.06 | 56.2 | — | |
| Uni-Perceiver-L + Conditional MoEstuning_mode=w/o tuning (WT)2022.06 | 55.3 | — | |
| Uni-Perceiver-B + Conditional MoEstuning_mode=fine-tuning (FT100%)2022.06 | 54.1 | — | |
| Uni-Perceiver-Ltuning_mode=w/o tuning (WT)2022.06 | 54.1 | — | |
| Uni-Perceiver-Btuning_mode=fine-tuning (FT100%)2022.06 | 53.9 | — | |
| UNITER-Ltuning_mode=w/o tuning (WT)2022.06 | 52.9 | — | |
| Uni-Perceiver-B + Conditional MoEstuning_mode=prompt tuning (PT1%)2022.06 | 52.6 | — | |
| Uni-Perceiver-Btuning_mode=prompt tuning (PT1%)2022.06 | 51.9 | — | |
| Uni-Perceiver-B + Conditional MoEstuning_mode=w/o tuning (WT)2022.06 | 51.6 | — | |
| CoCa-Ltuning_mode=w/o tuning (WT), resolution=5762022.06 | 51.2 | — | |
| Uni-Perceiver-Btuning_mode=w/o tuning (WT)2022.06 | 50.7 | — | |
| ImageBERTtuning_mode=fine-tuning (FT100%)2022.06 | 50.5 | — | |
| UNITER-Btuning_mode=w/o tuning (WT)2022.06 | 50.3 | — | |
| Flamingo-3Btuning_mode=w/o tuning (WT), resolution=3202022.06 | 48 | — | |
| CoCa-Btuning_mode=w/o tuning (WT), resolution=5762022.06 | 47.5 | — | |
| Florencetuning_mode=w/o tuning (WT), resolution=3842022.06 | 47.2 | — | |
| ALIGNtuning_mode=w/o tuning (WT), resolution=2892022.06 | 45.6 | — | |
| ViLTtuning_mode=fine-tuning (FT100%)2022.06 | 42.7 | — | |
| ViLTtuning_mode=w/o tuning (WT)2022.06 | 40.4 | — | |
| FLAVAtuning_mode=w/o tuning (WT)2022.06 | 38.4 | — | |
| CLIPtuning_mode=w/o tuning (WT), resolution=3362022.06 | 37.8 | — | |
| ImageBERTtuning_mode=w/o tuning (WT)2022.06 | 32.3 | — | |
| CLIP-L/14Compres. ratio=0%2025.05 | — | 61.1 | |
| ReplaceMe (LS)Compres. ratio=13%2025.05 | — | 62 | |
| ReplaceMe (LS)Compres. ratio=25%2025.05 | — | 47.1 | |
| UIDLCompres. ratio=13%2025.05 | — | 60.9 | |
| UIDLCompres. ratio=25%2025.05 | — | 41.8 |