Image-Text Alignment on SeeTRUE
63.5WinogroundVQ2
Evaluation Results
| Method | Links | ||||||||
|---|---|---|---|---|---|---|---|---|---|
| VQ2Protocol=zero-shot2023.05 | 63.5 | 88 | 82.6 | 73.6 | 83.4 | 87.1 | 81.7 | 80 | |
| PaLI + Synthetic DataProtocol=fine-tuned, Fine-tuned on=SNLI-VE + Synthetic Data2023.05 | 61.8 | 94.2 | 86.8 | 77.2 | 83.2 | 91 | 85.9 | 82.9 | |
| PaLIProtocol=fine-tuned, Fine-tuned on=SNLI-VE2023.05 | 61.7 | 95.1 | 82.8 | 65.5 | 77.7 | 91.2 | 83.7 | 79.7 | |
| BLIP 2Protocol=zero-shot, Fine-tuned on=COCO2023.05 | 60 | 75.9 | 65.7 | 70 | 73.3 | 85.8 | 78 | 72.7 | |
| BLIP2Protocol=fine-tuned, Fine-tuned on=SNLI-VE2023.05 | 58.5 | 82.3 | 64.3 | 58.7 | 60.5 | 82.6 | 66.9 | 67.7 | |
| BLIPProtocol=zero-shot2023.05 | 58.2 | 75.2 | 60.5 | 68 | 70.7 | 84.2 | 76.6 | 70.5 | |
| TIFAProtocol=zero-shot2023.05 | 58 | — | 73.4 | 67.8 | 72 | — | — | 67.8 | |
| BLIP2Protocol=zero-shot2023.05 | 56.9 | 76.4 | 58.5 | 67.5 | 66.9 | 84.3 | 76.9 | 69.6 | |
| CLIP RN50x64Protocol=zero-shot2023.05 | 53.6 | 66.6 | 59.2 | 67.1 | 58.8 | 71.1 | 66.8 | 63.3 | |
| PaLIProtocol=zero-shot2023.05 | 53.6 | 65.4 | 60.2 | 56.7 | 53.3 | 65.5 | 60.5 | 59.3 | |
| CLIP ViT-L14Protocol=zero-shot2023.05 | 53.3 | 65.8 | 60.5 | 62.1 | 58.8 | 70.7 | 66.8 | 62.6 | |
| OFA LargeProtocol=fine-tuned, Fine-tuned on=SNLI-VE2023.05 | 53.3 | 80.5 | 77.6 | 70.9 | 67.5 | 75.4 | 69.5 | 70.7 | |
| COCA ViT-L14Protocol=zero-shot2023.05 | 53.1 | 68.5 | 67.4 | 66.3 | 62.1 | 74.2 | 68.1 | 65.7 | |
| COCA ViT-L14Protocol=zero-shot, Fine-tuned on=COCO2023.05 | 53.1 | 70 | 66.2 | 68.3 | 66.2 | 76.5 | 67.2 | 66.8 |