Visual Question Answering on GQA (Accuracy, Avg.)
61.9AccuracyLLaVA-1.5-7B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLaVA-1.5-7BRetained Tokens=All 576, Reduction Ratio=100%2026.02 | 61.9 | 100 | |
| CDPrunerRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 60.3 | 98.5 | |
| FSRRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 60.2 | 99.1 | |
| CDPrunerRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 59.8 | 97.6 | |
| FSRRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 59.7 | 98.3 | |
| VisPrunerRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 59.5 | 98.2 | |
| DivPruneRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 59.4 | 96.2 | |
| DARTRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 58.9 | 97.8 | |
| HoloVRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 58.7 | 96.5 | |
| CDPrunerRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 58.6 | 95.7 | |
| VisPrunerRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 58.5 | 96.7 | |
| FSRRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 58.2 | 96.1 | |
| DARTRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 57.9 | 95.2 | |
| SparseVLMRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 57.6 | 95.2 | |
| VisionZipRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 57.6 | 96.2 | |
| HoloVRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 57.5 | 96.1 | |
| DivPruneRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 57.5 | 93.3 | |
| SparseVLMRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 57.3 | 95.6 | |
| VisPrunerRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 55.8 | 93.5 | |
| VisionZipRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 55.1 | 92.7 | |
| HoloVRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 55.1 | 92.9 | |
| DARTRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 54.7 | 90.8 | |
| FastVRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 54 | 89.6 | |
| FastVRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 52.7 | 88 | |
| SparseVLMRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 52 | 86 | |
| FastVRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 46 | 72 |