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Benchmarks
Inference Efficiency on LLaVA-NeXT Inference
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7.998
Inference Time (s)
Vanilla
7.8158
9.04565
10.2755
11.50535
Dec 8, 2025
Inference Time (s)
Generated Tokens
Total GFLOPs
FLOPs / Token
Updated 3d ago
Evaluation Results
Method
Method
Links
Inference Time (s)
Generated Tokens
Total GFLOPs
FLOPs / Token
Vanilla
Backbone=LLaVA-NeXT
2025.12
7.998
215
38,166.48
177.52
Devils
Backbone=LLaVA-NeXT
2025.12
8.39
60
37,163.19
619.39
VISTA
Backbone=LLaVA-NeXT
2025.12
8.573
192
37,822.56
196.99
SAVE
Backbone=LLaVA-NeXT
2025.12
8.863
174
40,281.54
231.5
DeCo
Backbone=LLaVA-NeXT
2025.12
10.85
220
67,947.49
308.85
VTI
Backbone=LLaVA-NeXT
2025.12
12.553
248
38,662.83
155.9
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