Multi-modal Benchmarking on SEED-Bench
60.5ScoreVanilla
Evaluation Results
| Method | Links | |
|---|---|---|
| VanillaLoc.=-, Retained Tokens=576, Pruning Ratio=0%2026.03 | 60.5 | |
| AutoSelectLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 59.2 | |
| PRUNESIDLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 59 | |
| DivPruneLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 58.6 | |
| VisionZipLoc.=Pre, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 58.5 | |
| AutoSelectLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 58.4 | |
| PRUNESIDLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 57.8 | |
| AutoSelectLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 57.6 | |
| FastVLoc.=L2–L32, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 57.1 | |
| DivPruneLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 57.1 | |
| VisionZipLoc.=Pre, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 57.1 | |
| PRUNESIDLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 56.1 | |
| FastVLoc.=L2–L32, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 55.9 | |
| SparseVLMLoc.=L1–L32, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 55.8 | |
| DivPruneLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 55.4 | |
| PDropLoc.=L8–L24, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 54.7 | |
| VisionZipLoc.=Pre, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 54.5 | |
| SparseVLMLoc.=L1–L32, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 53.4 | |
| PDropLoc.=L8–L24, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 53.3 | |
| FastVLoc.=L2–L32, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 51.9 | |
| DARTLoc.=L2, Retained Tokens=192, Pruning Ratio=66.7%2026.03 | 51.5 | |
| SparseVLMLoc.=L1–L32, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 51.1 | |
| DARTLoc.=L2, Retained Tokens=128, Pruning Ratio=77.8%2026.03 | 50.5 | |
| DARTLoc.=L2, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 47.2 | |
| PDropLoc.=L8–L24, Retained Tokens=64, Pruning Ratio=88.9%2026.03 | 40 |