activity
20232026
most citedILCAS: Imitation Learning-Based Configuration-Adaptive Streaming for Live Video Analytics with Cross-Camera Collaboration

21 citations · 55 across the 10 of their papers we have counts for

collaborators

12 papers

eess.SY2026

ATLAS: Expert-Guided Sustainable Satellite Backhaul for Off-Grid Wildlife Monitoring

Hao Fang, Miao Zhang, Haoyuan Zhao +5

Remote wildlife monitoring increasingly depends on high-fidelity cameras and sensors deployed far from grid power and terrestrial networks. Low Earth orbit satellite links can prov…

cs.GR2026

CAGS: Color-Adaptive Volumetric Video Streaming with Dynamic 3D Gaussian Splatting

Daheng Yin, Yili Jin, Jianxin Shi +7

Volumetric video (VV) streaming enables real-time, immersive access to remote 3D environments, powering telepresence, ecological monitoring, and robotic teleoperation. These applic…

cs.CV2026

QuickGrasp: Responsive Video-Language Querying Service via Accelerated Tokenization and Edge-Augmented Inference

Miao Zhang, Ruixiao Zhang, Jianxin Shi +3

Video-language models (VLMs) are reshaping video querying services, bringing unified solutions to complex perception and reasoning tasks. However, deploying large VLMs in real-worl…

cs.NI2026

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…

cs.NI2025

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…

cs.NI2025

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…

cs.MM2025

Robust Live Streaming over LEO Satellite Constellations: Measurement, Analysis, and Handover-Aware Adaptation

Hao Fang, Haoyuan Zhao, Jianxin Shi +5

Live streaming has experienced significant growth recently. Yet this rise in popularity contrasts with the reality that a substantial segment of the global population still lacks I…

cs.NI2025

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…

cs.NI2024★ 18 cited

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…

cs.NI2023★ 16 cited

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…

cs.MM2023

Understanding User Behavior in Volumetric Video Watching: Dataset, Analysis and Prediction

Kaiyuan Hu, Haowen Yang, Yili Jin +4

Volumetric video emerges as a new attractive video paradigm in recent years since it provides an immersive and interactive 3D viewing experience with six degree-of-freedom (DoF). U…

cs.NI2023★ 21 cited

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…