Visual Question Answering on VQA v2 (Accuracy & Avg.)
78.5AccuracyLLaVA-1.5-7B
Evaluation results
| Method | Links | ||
|---|---|---|---|
| LLaVA-1.5-7BRetained Tokens=All 576, Reduction Ratio=100%2026.02 | 78.5 | 100 | |
| FSRRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 77.4 | 99.1 | |
| CDPrunerRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 77.2 | 98.5 | |
| VisPrunerRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 76.9 | 98.2 | |
| DARTRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 76.7 | 97.8 | |
| FSRRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 76.7 | 98.3 | |
| CDPrunerRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 76.5 | 97.6 | |
| HoloVRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 76.4 | 96.5 | |
| DivPruneRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 76 | 96.2 | |
| VisPrunerRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 75.7 | 96.7 | |
| SparseVLMRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 75.6 | 95.2 | |
| VisionZipRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 75.6 | 96.2 | |
| HoloVRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 75.4 | 96.1 | |
| CDPrunerRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 75.4 | 95.7 | |
| FSRRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 75.4 | 96.1 | |
| SparseVLMRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 75.1 | 95.6 | |
| DARTRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 74.7 | 95.2 | |
| DivPruneRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 74.1 | 93.3 | |
| VisPrunerRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 72.8 | 93.5 | |
| HoloVRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 72.6 | 92.9 | |
| VisionZipRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 72.4 | 92.7 | |
| DARTRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 71.3 | 90.8 | |
| FastVRetained Tokens=128, Reduction Ratio=77.8%2026.02 | 71 | 89.6 | |
| FastVRetained Tokens=192, Reduction Ratio=66.7%2026.02 | 67.1 | 88 | |
| SparseVLMRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 66.9 | 86 | |
| FastVRetained Tokens=64, Reduction Ratio=88.9%2026.02 | 55.9 | 72 |