Multimodal Visual Question Answering and Reasoning on LLaVA Evaluation Suite 1.5
61.9GQA AccuracyBaseline
Evaluation results
| Method | Links | ||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| BaselineRetained Tokens=576, Compression Ratio=0%, Backbone=LLaVA-1.5-7B2026.06 | 61.9 | 69.5 | 58.2 | 85.9 | 1,506.5 | 64.7 | 58.1 | 31.3 | 63.1 | 100 | |
| TOPSRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 60.5 | 68.2 | 57 | 86.8 | 1,482.7 | 62.5 | 57.2 | 30 | 62 | 98.3 | |
| DivPruneRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 59.4 | 68.6 | 55.9 | 87 | 1,405.1 | 61.5 | 54.8 | 30.6 | 61 | 96.7 | |
| SCOPERetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 59.4 | 68.5 | 57.1 | 85.9 | 1,440.5 | 62.7 | 57 | 31.3 | 61.7 | 97.8 | |
| TOPSRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 58.7 | 68.6 | 56.2 | 86.5 | 1,442.7 | 60.9 | 56.5 | 30.6 | 61.3 | 97.1 | |
| TRIMRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 58.4 | 68.6 | 52.2 | 85.3 | 1,413.4 | 63 | 52.3 | 29.9 | 60.1 | 95.2 | |
| SCOPERetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 58.3 | 68.7 | 56.5 | 84.1 | 1,399.6 | 61 | 56 | 30.5 | 60.6 | 96 | |
| PruMerge+Retained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 58.2 | 69.1 | 54 | 83.1 | 1,408.1 | 61.8 | 55.8 | 30.4 | 60.4 | 95.7 | |
| DARTRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 57.9 | 69.1 | 56.3 | 80.4 | 1,408.7 | 60.7 | 57.3 | 30.9 | 60.4 | 95.7 | |
| VisionZipRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 57.6 | 68.7 | 56.9 | 83.3 | 1,436.9 | 62.1 | 57 | 31.6 | 61.1 | 96.8 | |
| DivPruneRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 57.5 | 68 | 54.5 | 85.5 | 1,334.7 | 60.1 | 52.3 | 28.1 | 59.1 | 93.7 | |
| SparseVLMRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 57.3 | 69 | 56.3 | 83.1 | 1,399.3 | 62.6 | 56.9 | 29.7 | 60.6 | 96 | |
| PDropRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 57.1 | 70.1 | 56.7 | 77.5 | 1,444.1 | 62.3 | 55.3 | 27.6 | 59.9 | 94.9 | |
| TOPSRetained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 56.7 | 68.8 | 54.9 | 83.5 | 1,384.7 | 59.5 | 55.1 | 29.7 | 59.7 | 94.6 | |
| TRIMRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 56.6 | 69 | 49.7 | 85.9 | 1,350.9 | 60.9 | 48.2 | 24.8 | 57.8 | 91.6 | |
| SCOPERetained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 56.2 | 69.4 | 54.8 | 80.2 | 1,371.6 | 60.7 | 52.5 | 29.8 | 59 | 93.5 | |
| PruMerge+Retained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 55.4 | 69.5 | 52 | 75.7 | 1,316.8 | 59.6 | 52.1 | 28 | 57.3 | 90.8 | |
| VisionZipRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 55.1 | 69 | 55.5 | 77 | 1,365.2 | 60.1 | 55.4 | 29.4 | 58.7 | 93 | |
| DivPruneRetained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 54.9 | 68.6 | 52.9 | 81.5 | 1,284.9 | 57.6 | 49.1 | 26.3 | 56.9 | 90.2 | |
| DARTRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 54.7 | 69.3 | 54.7 | 73.8 | 1,365.1 | 59.5 | 54 | 26.5 | 57.6 | 91.3 | |
| TRIMRetained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 54.5 | 68.1 | 47.6 | 84.9 | 1,251.8 | 57.7 | 40.1 | 20.5 | 54.5 | 86.4 | |
| FastVRetained Tokens=128, Compression Ratio=77.8%, Backbone=LLaVA-1.5-7B2026.06 | 54 | 69.2 | 56.4 | 68.2 | 1,368.9 | 63 | 55.9 | 27 | 57.8 | 91.6 | |
| PruMerge+Retained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 52.9 | 67.9 | 49.2 | 66.7 | 1,236.6 | 55.1 | 45.9 | 24.7 | 53 | 84 | |
| DARTRetained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 52.9 | 69.3 | 52.2 | 69.1 | 1,273.3 | 58.5 | 50 | 25 | 55.1 | 87.3 | |
| SparseVLMRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 52 | 69.2 | 52.1 | 69.7 | 1,190.4 | 58.3 | 49.6 | 24.4 | 54.4 | 86.2 | |
| VisionZipRetained Tokens=32, Compression Ratio=94.4%, Backbone=LLaVA-1.5-7B2026.06 | 51.8 | 69.1 | 53.1 | 69.4 | 1,251.2 | 57 | 50.3 | 25.3 | 54.8 | 86.8 | |
| PDropRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 46.1 | 68.8 | 49.2 | 40.8 | 982.2 | 48 | 36.6 | 17.7 | 44.5 | 70.5 | |
| FastVRetained Tokens=64, Compression Ratio=88.9%, Backbone=LLaVA-1.5-7B2026.06 | 46 | 70.1 | 51.6 | 35.5 | 973.5 | 50.1 | 42.1 | 18.9 | 45.4 | 71.9 |