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Benchmarks
Efficiency Comparison on CHAIR benchmark
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3.36
Avg Time (s/caption)
Baseline
2.1096
10.5498
18.99
27.4302
Feb 4, 2026
Avg Time (s/caption)
Peak Memory (MB)
Latency (ms/token)
Throughput (token/s)
Updated 1mo ago
Evaluation Results
Method
Method
Links
Avg Time (s/caption)
Peak Memory (MB)
Latency (ms/token)
Throughput (token/s)
Baseline
Backbone=LLaVA-1.5
2026.02
3.36
14,629.21
31.24
32.06
KVSmooth
Backbone=LLaVA-1.5
2026.02
3.61
14,625.06
34.33
29.18
SPARC
Backbone=LLaVA-1.5
2026.02
4.13
14,644.61
35.2
28.44
PAI
Backbone=LLaVA-1.5
2026.02
6.68
15,003.25
56.44
17.73
OPERA
Backbone=LLaVA-1.5
2026.02
34.62
19,531.97
313.78
3.43
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