Vision-Language Model Inference Efficiency on 1Mbps uplink network scenario
6.94End-to-End Delay (s)Proposed Progressive Scheme
Evaluation results
| Method | Links | |||||||
|---|---|---|---|---|---|---|---|---|
| Proposed Progressive SchemeDeployment Configuration=Edge–Cloud, Uplink Bandwidth=1Mbps, LTL ratio=100%2026.04 | 6.94 | 3.21 | 1.62 | 0.49 | 0.01 | 344 | 11.27 | |
| Full EdgeDeployment Configuration=Full Edge, Uplink Bandwidth=1Mbps2026.04 | 7.98 | 3.2 | — | 3.46 | — | 625 | 23.31 | |
| Full CloudDeployment Configuration=Full Cloud, Uplink Bandwidth=1Mbps2026.04 | 9.32 | 0.05 | 8.75 | 0.49 | — | 92 | — |