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Benchmarks
Inference Efficiency on POPE (test)
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756,000
Total Time (ms)
VisionZip
694,520
1,109,510
1,524,500
1,939,490
Dec 5, 2024
Total Time (ms)
Total Time Reduction Ratio
Prefilling Time (ms)
Prefilling Time Reduction Ratio
Total Time Speedup Factor
Prefilling Time Speedup Factor
Updated 2d ago
Evaluation Results
Method
Method
Links
Total Time (ms)
Total Time Reduction Ratio
Prefilling Time (ms)
Prefilling Time Reduction Ratio
Total Time Speedup Factor
Prefilling Time Speedup Factor
VisionZip
Token=160, Backbone=LL...
2024.12
756,000
-
27.8
-
3
7.8
FastV
Token=160, Backbone=LL...
2024.12
1,792,000
-
119
-
1.3
1.8
SparseVLM
Token=160, Backbone=LL...
2024.12
1,895,000
-
128
-
1.2
1.7
Baseline
Token=2880, Backbone=L...
2024.12
2,293,000
-
218
-
-
-
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