Efficiency Evaluation on MME-RealWorld Lite
3.2Average Time per Sample (s)UniVLR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniVLR# Samples=19192026.05 | 3.2 | 6,076.7 | 17.4 | 18.9 | |
| LVR# Samples=19192026.05 | 3.6 | 6,859.8 | 17.4 | 18.9 | |
| Qwen2.5-VL-7B# Samples=19192026.05 | 4.3 | 8,251.7 | 19 | 21.7 | |
| CoVT# Samples=19192026.05 | 4.5 | 8,664.1 | 19 | 22 | |
| SkiLa# Samples=19192026.05 | 4.7 | 8,966.3 | 17.5 | 18.9 |