Accuracy on Visual Question Answering on GQA
64.2Accuracy (GQA)LLaVA-Next-7B
Evaluation results
| Method | Links | |
|---|---|---|
| LLaVA-Next-7BToken Budget=2880 (100%), Venue=CVPR’242026.04 | 64.2 | |
| CDPrunerToken Budget=320 (88.9%)2026.04 | 61.6 | |
| ID-Selection§Token Budget=320 (88.9%)2026.04 | 61.2 | |
| DivPruneToken Budget=320 (88.9%)2026.04 | 61.1 | |
| ID-Selection‡Token Budget=320 (88.9%)2026.04 | 61 | |
| CDPrunerToken Budget=160 (94.4%)2026.04 | 60.8 | |
| ID-Selection†Token Budget=320 (88.9%)2026.04 | 60.6 | |
| ID-Selection§Token Budget=160 (94.4%)2026.04 | 60.2 | |
| DARTToken Budget=320 (88.9%)2026.04 | 59.5 | |
| ID-Selection‡Token Budget=160 (94.4%)2026.04 | 59.5 | |
| VisPrunerToken Budget=320 (88.9%)2026.04 | 59.4 | |
| DivPruneToken Budget=160 (94.4%)2026.04 | 59.4 | |
| ID-Selection†Token Budget=160 (94.4%)2026.04 | 59.4 | |
| VisionZipToken Budget=320 (88.9%)2026.04 | 58.9 | |
| PruMergeToken Budget=320 (88.9%)2026.04 | 58.8 | |
| FasterVLMToken Budget=320 (88.9%)2026.04 | 58.5 | |
| SparseVLMToken Budget=320 (88.9%)2026.04 | 57.9 | |
| DARTToken Budget=160 (94.4%)2026.04 | 56.8 | |
| VisPrunerToken Budget=160 (94.4%)2026.04 | 56.7 | |
| FastVToken Budget=320 (88.9%)2026.04 | 55.9 | |
| FasterVLMToken Budget=160 (94.4%)2026.04 | 55.3 |