3 papers
cs.MM2026
Accelerating Multi-Condition T2I Generation via Adaptive Condition Offloading and Pruning
Yuxin Kong, Peng Yang, Chongbin Yi +2
Text-to-image (T2I) generation using multiple conditions enables fine-grained user control on the generated image. Yet, incorporating multi-condition inputs incurs substantial comp…
cs.DC2024
Joint Model Assignment and Resource Allocation for Cost-Effective Mobile Generative Services
Shuangwei Gao, Peng Yang, Yuxin Kong +2
Artificial Intelligence Generated Content (AIGC) services can efficiently satisfy user-specified content creation demands, but the high computational requirements pose various chal…
cs.MM2023
Edge-Assisted On-Device Model Update for Video Analytics in Adverse Environments
Yuxin Kong, Peng Yang, Yan Cheng
While large deep neural networks excel at general video analytics tasks, the significant demand on computing capacity makes them infeasible for real-time inference on resource-cons…