| Task Name | Dataset Name | SOTA Result | Trend | |
|---|---|---|---|---|
| Personalized Grounding | Yo'LLaVA | Precision100 | 14 | |
| Recognition | Yo'LLaVA | Rec. Single96.2 | 11 | |
| Multiple Choice Question Answering | Yo'LLaVA | Choice-V & T Accuracy (Single)94.2 | 11 | |
| Visual recognition | Yo' LLaVA | Positive Accuracy97.2 | 9 | |
| Personalized Visual Question Answering | Yo'LLaVA | Accuracy95.3 | 7 | |
| Captioning | Yo'LLaVA Dataset | Precision91.9 | 5 | |
| Retrieval | Yo’LLaVA | Hit Rate@188.1 | 5 | |
| Visual Question Answering | Yo’LLaVA Single-Concept | VQA Accuracy95.9 | 4 | |
| Visual Question Answering | Yo’LLaVA Single Concept (test) | Accuracy97.6 | 4 | |
| Recognition | Yo'LLaVA Single Concept, 1 Reference View 24 | Precision77.2 | 4 | |
| Recognition | Yo'LLaVA Single Concept, 5 Reference Views 24 | Precision85 | 3 | |
| Instance Identification | Yo'LLaVA benchmark | Positive Score94.9 | 3 |