High-resolution remote sensing imagery (RSI) transmission is constrained by satellite-ground bandwidth and channel impairments, yet existing methods struggle to simultaneously achieve extreme compression and robust transmission. To address this, we propose a dual-branch vector-quantization aided satellite digital seman...
Jian-Qiao Chen, Nan Ma, Xiao-Dong Xu et al.· 0 citations
The results demonstrate the feasibility of decoupling service objectives from fixed communication implementations and also highlight key open challenges, including semantic SLA design, capability interoperability, scalable planning, and trustworthy execution.
Da-Yu Fan, Rui Meng, Yun-Fei Liu et al.· IEEE Internet of Things Maga...· 0 citations
End-edge collaborative inference has emerged as an important trend for deploying deep learning applications on resource-constrained end devices. However, the continuous data interaction between end devices and edge server inevitably raises privacy concerns. Fully homomorphic encryption (FHE) provides a privacy-preservi...
Haiyue Zhang, Yi-Ming Liu, Jing Jin et al.· IEEE Transactions on Cogniti...· 0 citations
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