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Benchmarks
Efficiency Evaluation on MME-RealWorld Lite
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3.2
Average Time per Sample (s)
UniVLR
3.14
3.545
3.95
4.355
May 12, 2026
Average Time per Sample (s)
Total Sample Time (s)
Peak Allocated Memory (GB)
Peak Reserved Memory (GB)
Updated 21d ago
Evaluation Results
Method
Method
Links
Average Time per Sample (s)
Total Sample Time (s)
Peak Allocated Memory (GB)
Peak Reserved Memory (GB)
UniVLR
# Samples=1919
2026.05
3.2
6,076.7
17.4
18.9
LVR
# Samples=1919
2026.05
3.6
6,859.8
17.4
18.9
Qwen2.5-VL-7B
# Samples=1919
2026.05
4.3
8,251.7
19
21.7
CoVT
# Samples=1919
2026.05
4.5
8,664.1
19
22
SkiLa
# Samples=1919
2026.05
4.7
8,966.3
17.5
18.9
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