Visual Question Answering on GQA (Absolute Score and Compression Retention Rate)
62Absolute ScoreLLaVA-1.5-7B
Evaluation Results
| Method | Links | ||
|---|---|---|---|
| LLaVA-1.5-7BToken=576, RL Status=Upper Bound, Backbone=LLaVA-1.5-7B2026.03 | 62 | 100 | |
| PruMerge+Token=144, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 61.3 | 98.7 | |
| TPRLToken=192*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.03 | 61.1 | 98.5 | |
| TPRLToken=144*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.03 | 60.7 | 97.9 | |
| TPRLToken=128*, RL Status=Methods with RL, Backbone=LLaVA-1.5-7B2026.03 | 60.2 | 97.1 | |
| VisprunerToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 58.1 | 92.2 | |
| VisprunerToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 57.9 | 93.4 | |
| PruMerge+Token=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 57.8 | 93.2 | |
| SparseVLMToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 57.6 | 92.3 | |
| SparseVLMToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 56 | 90.3 | |
| ToMeToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 54.3 | 87.7 | |
| FastVToken=192, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 52.7 | 85 | |
| ToMeToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 52.4 | 84.5 | |
| FastVToken=128, RL Status=Methods without RL, Backbone=LLaVA-1.5-7B2026.03 | 49.6 | 80 |