| image-editing-on-imgedit-data | UniLIP-3B | #2 | Overall: 3.94Add: 4.29Adjust: 3.90Replace: 4.44Remove: 4.10… |
| image-editing-on-imgedit-data | UniLIP-1B | #3 | Overall: 3.81Add: 4.11Adjust: 3.58Replace: 4.30Remove: 3.97… |
| image-generation-on-wise | UniLIP-3B | #5 | Overall: 0.63Cultural: 0.66Biology: 0.60 |
| image-generation-on-wise | UniLIP-1B | #6 | Overall: 0.56Cultural: 0.54Biology: 0.50 |
| text-to-image-generation-on-geneval | UniLIP-3B | #2 | Overall: 0.90 |
| text-to-image-generation-on-geneval | UniLIP-1B | #3 | Overall: 0.88 |
| text-to-image-generation-on-wise | UniLIP-3B | #3 | Overall: 0.63Cultural: 0.66Biology: 0.60 |
| text-to-image-generation-on-wise | UniLIP-1B | #4 | Overall: 0.56Cultural: 0.54Biology: 0.50 |
| visual-question-answering-on-mm-vet | UniLIP-3B | #25 | GPT-4 score: 62.2 |
| visual-question-answering-on-mm-vet | UniLIP-1B | #33 | GPT-4 score: 59.4 |