Efficiency Evaluation on HRBench8K
4.5Average Time per Sample (s)UniVLR
Evaluation results
| Method | Links | ||||
|---|---|---|---|---|---|
| UniVLR# Samples=8002026.05 | 4.5 | 3,620.1 | 17.4 | 18.9 | |
| LVR# Samples=8002026.05 | 5 | 4,024 | 17.4 | 18.9 | |
| Qwen2.5-VL-7B# Samples=8002026.05 | 6.8 | 5,453.3 | 18.9 | 21.6 | |
| CoVT# Samples=8002026.05 | 9.4 | 7,559.1 | 19 | 22 | |
| SkiLa# Samples=8002026.05 | 9.4 | 7,546.4 | 17.4 | 18.9 |