Visual Question Answering on VQA v2 (Score)
78.5VQA-2 ScoreVanilla
Evaluation results
| Method | Links | |
|---|---|---|
| VanillaLoc.=-, Retained Tokens=576, Pruning Ratio=0%2026.03 | 78.5 | |
| VisionZipLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 76.8 | |
| PRUNESIDLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 76.8 | |
| DARTLoc.=L2, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 76.7 | |
| HoloVLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 76.7 | |
| AutoSelectLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 76.6 | |
| AutoSelectLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 76.1 | |
| DARTLoc.=L2, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 75.9 | |
| SparseVLMLoc.=L1–L32, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 75.6 | |
| VisionZipLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 75.6 | |
| DivPruneLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 75.5 | |
| HoloVLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 75.5 | |
| PRUNESIDLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 75.3 | |
| PDropLoc.=L8–L24, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 75.1 | |
| HiREDLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 74.9 | |
| DivPruneLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 74.7 | |
| AutoSelectLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 73.9 | |
| SparseVLMLoc.=L1–L32, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 73.8 | |
| PRUNESIDLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 73.7 | |
| HiREDLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 73.4 | |
| PDropLoc.=L8–L24, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 72.9 | |
| DivPruneLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 72.9 | |
| HoloVLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 72.8 | |
| DARTLoc.=L2, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 72.4 | |
| VisionZipLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 72.4 | |
| PDropLoc.=L8–L24, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 69.2 | |
| HiREDLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 68.7 | |
| SparseVLMLoc.=L1–L32, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 68.2 | |
| ToMeLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 68 | |
| FastVLoc.=L2–L32, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 67.1 | |
| ToMeLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 63 | |
| FastVLoc.=L2–L32, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 61.8 | |
| ToMeLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 57.1 | |
| FastVLoc.=L2–L32, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 55 |