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Benchmarks
Multimodal Understanding on LLaVA High-IC tasks (MMB, POPE, MME, SEED, GQA) v1.5
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94.7
Performance Ratio
MMTok
40.932
54.891
68.85
82.809
Aug 25, 2025
Performance Ratio
Updated 1mo ago
Evaluation Results
Method
Method
Links
Performance Ratio
MMTok
Token Budget=64
2025.08
94.7
DivPrune
Token Budget=64
2025.08
93.1
MMTok
Token Budget=32
2025.08
91
VisionZip
Token Budget=64
2025.08
90
DivPrune
Token Budget=32
2025.08
89.6
MMTok
Token Budget=16
2025.08
86.4
VisionZip
Token Budget=32
2025.08
83.5
DivPrune
Token Budget=16
2025.08
81.4
MMTok
Token Budget=8
2025.08
79.8
MMTok
Token Budget=4
2025.08
71.4
VisionZip
Token Budget=16
2025.08
69.7
DivPrune
Token Budget=8
2025.08
68.4
MMTok
Token Budget=2
2025.08
62.1
DivPrune
Token Budget=4
2025.08
54.3
DivPrune
Token Budget=2
2025.08
50.1
VisionZip
Token Budget=8
2025.08
48.9
VisionZip
Token Budget=4
2025.08
43.8
VisionZip
Token Budget=2
2025.08
43
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