21 citations · 55 across the 10 of their papers we have counts for
7 papers · 1 filter
ViTMAlis: Towards Latency-Critical Mobile Video Analytics with Vision Transformers
Miao Zhang, Guanzhen Wu, Hao Fang +4
Edge-assisted mobile video analytics (MVA) applications are increasingly shifting from using vision models based on convolutional neural networks (CNNs) to those built on vision tr…
OmniSense: Towards Edge-Assisted Online Analytics for 360-Degree Videos
Miao Zhang, Yifei Zhu, Linfeng Shen +2
With the reduced hardware costs of omnidirectional cameras and the proliferation of various extended reality applications, more and more videos are being captured. To f…
StarStream: Live Video Analytics over Space Networking
Miao Zhang, Jiaxing Li, Haoyuan Zhao +2
Streaming videos from resource-constrained front-end devices over networks to resource-rich cloud servers has long been a common practice for surveillance and analytics. Most exist…
Commercial Dishes Can Be My Ladder: Sustainable and Collaborative Data Offloading in LEO Satellite Networks
Yi Ching Chou, Long Chen, Hengzhi Wang +6
Low Earth Orbit (LEO) satellite networks, characterized by their high data throughput and low latency, have gained significant interest from both industry and academia. Routing dat…
LEO Satellite Network Access in the Wild: Potentials, Experiences, and Challenges
Sami Ma, Yi Ching Chou, Miao Zhang +4
In the past three years, working with the Pacific Salmon Foundation and various First Nations groups, we have established Starlink-empowered wild salmon monitoring sites in remote…
MANSY: Generalizing Neural Adaptive Immersive Video Streaming With Ensemble and Representation Learning
Duo Wu, Panlong Wu, Miao Zhang +1
The popularity of immersive videos has prompted extensive research into neural adaptive tile-based streaming to optimize video transmission over networks with limited bandwidth. Ho…
ILCAS: Imitation Learning-Based Configuration-Adaptive Streaming for Live Video Analytics with Cross-Camera Collaboration
Duo Wu, Dayou Zhang, Miao Zhang +3
The high-accuracy and resource-intensive deep neural networks (DNNs) have been widely adopted by live video analytics (VA), where camera videos are streamed over the network to res…