Multi-modal Understanding on MME (Total Score)
1,862Total ScoreLLaVA-1.5-7B
Evaluation Results
| Method | Links | |
|---|---|---|
| LLaVA-1.5-7BRetained Tokens=576, Retention Ratio=100%, Base Model=LLaVA-1.5-7B2025.08 | 1,862 | |
| VanillaToken Budget=576, Base Model=LLaVA-1.5-7B2026.06 | 1,862 | |
| HiPrune++Retained Tokens=192, Retention Ratio=33.3%, Base Model=LLaVA-1.5-7B2025.08 | 1,818 | |
| CLSEToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,817 | |
| CLSEToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,816 | |
| HiPruneRetained Tokens=192, Retention Ratio=33.3%, Base Model=LLaVA-1.5-7B2025.08 | 1,814 | |
| CLSEToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,809 | |
| HiPruneRetained Tokens=128, Retention Ratio=22.2%, Base Model=LLaVA-1.5-7B2025.08 | 1,782 | |
| HiPrune++Retained Tokens=128, Retention Ratio=22.2%, Base Model=LLaVA-1.5-7B2025.08 | 1,780 | |
| HiPrune++Retained Tokens=64, Retention Ratio=11.1%, Base Model=LLaVA-1.5-7B2025.08 | 1,767 | |
| PDropToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,766 | |
| HiREDToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,737 | |
| FiCoCo-VToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,732 | |
| SparseVLMToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,721 | |
| FiCoCo-VToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,711 | |
| HiREDToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,710 | |
| SparseVLMToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,696 | |
| HiPruneRetained Tokens=64, Retention Ratio=11.1%, Base Model=LLaVA-1.5-7B2025.08 | 1,646 | |
| PDropToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,644 | |
| PruMergeToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,632 | |
| FastVToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,612 | |
| HiREDToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,599 | |
| FiCoCo-VToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,591 | |
| ToMeToken Budget=192, Base Model=LLaVA-1.5-7B2026.06 | 1,563 | |
| PruMergeToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,554 | |
| PruMergeToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,549 | |
| SparseVLMToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,505 | |
| FastVToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,490 | |
| ToMeToken Budget=128, Base Model=LLaVA-1.5-7B2026.06 | 1,343 | |
| FastVToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,256 | |
| ToMeToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,138 | |
| PDropToken Budget=64, Base Model=LLaVA-1.5-7B2026.06 | 1,092 |