| image-classification-on-coloninst-v1-seen | MiniGPT-v2 (w/ LoRA, w/o extra data) | #12 | Accuray: 91.49 |
| image-classification-on-coloninst-v1-seen | MiniGPT-v2 (w/ LoRA, w/ extra data) | #14 | Accuray: 90.00 |
| image-classification-on-coloninst-v1-unseen | MiniGPT-v2
(w/ LoRA, w/o extra data) | #11 | Accuray: 77.93 |
| image-classification-on-coloninst-v1-unseen | MiniGPT-v2
(w/ LoRA, w/ extra data) | #13 | Accuray: 76.82 |
| natural-language-visual-grounding-on | MiniGPT-v2 | #16 | Accuracy (%): 5.7 |
| referring-expression-generation-on-coloninst | MiniGPT-v2
(w/ LoRA, w/o extra data) | #13 | Accuray: 94.69 |
| referring-expression-generation-on-coloninst | MiniGPT-v2
(w/ LoRA, w/ extra data) | #15 | Accuray: 87.65 |
| referring-expression-generation-on-coloninst-1 | MiniGPT-v2
(w/ LoRA, w/o extra data) | #10 | Accuray: 72.05 |
| referring-expression-generation-on-coloninst-1 | MiniGPT-v2
(w/ LoRA, w/ extra data) | #12 | Accuray: 70.23 |
| visual-question-answering-on-benchlmm | MiniGPTv2-7B | #10 | GPT-3.5 score: 30.1 |