Aggregate Multimodal Evaluation on Aggregate
100Relative PerformanceLLaVA-1.5-7B
Evaluation results
| Method | Links | |
|---|---|---|
| LLaVA-1.5-7BRetained Tokens=576, Reduction Ratio=0%2025.12 | 100 | |
| DART+RandomRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 98.2 | |
| DART+VTWRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 97.9 | |
| DivPrune+VTWRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 97.9 | |
| DivPrune+RandomRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 97.9 | |
| SparseVLMRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 97.6 | |
| DARTRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 97.6 | |
| DivPruneRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 97.6 | |
| FastV+VTWRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 96.7 | |
| FastV+RandomRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 96.7 | |
| FastVRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 96.2 | |
| PDropRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 95.9 | |
| DivPrune+RandomRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 94.9 | |
| DivPrune+VTWRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 94.6 | |
| DivPruneRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 92.4 | |
| DART+RandomRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 91.5 | |
| DART+VTWRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 91.3 | |
| SparseVLMRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 87.3 | |
| DARTRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 83.7 | |
| VTWRetained Tokens=192, Reduction Ratio=66.7%2025.12 | 83.2 | |
| FastV+VTWRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 77.8 | |
| FastV+RandomRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 77.8 | |
| PDropRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 72.3 | |
| FastVRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 60.9 | |
| VTWRetained Tokens=64, Reduction Ratio=88.9%2025.12 | 59.3 |