YS

Yuanchao Shu

0000-0002-9542-7095

cs.CVcs.DCcs.AIcs.LGcs.SYeess.SPeess.SYAccidents, TrafficBayesian hierarchical extreme value theoryBayesian quantile regression

On Valency

published · living versions

ReXCam: Resource-Efficient, Cross-Camera Video Analytics at Scale

with Samvit Jain, Xun Zhang, Yuhao Zhou, Ganesh Ananthanarayanan +2

1 version

W_7nby26hvv1 · current

Preprints & journals

22 papers in the corpus · 2018–2025

DeepGuard: Defending Deep Joint Source-Channel Coding Against Eavesdropping at Physical-Layer

Kaiyi Chi, Yinghui He, Qianqian Yang et al.

1 citation

2512.18715v12025arXiv

Cerberus: Real-Time Video Anomaly Detection via Cascaded Vision-Language Models

Yue Zheng, Xiufang Shi, Jiming Chen et al.

0 citations

2510.16290v12025arXiv

mmExpert: Integrating Large Language Models for Comprehensive mmWave Data Synthesis and Understanding

Yifan Yan, Shuai Yang, Xiuzhen Guo et al.

3 citations

2509.16521v12025arXiv

DeepStream: Prototyping Deep Joint Source-Channel Coding for Real-Time Multimedia Transmissions

Kaiyi Chi, Yinghui He, Qianqian Yang et al.

0 citations

2509.05971v22025arXiv

RoboInspector: Unveiling the Unreliability of Policy Code for LLM-enabled Robotic Manipulation

Chenduo Ying, Linkang Du, Peng Cheng et al.

0 citations

2508.21378v22025arXiv

AVA: Towards Agentic Video Analytics with Vision Language Models

Yuxuan Yan, Shiqi Jiang, Ting Cao et al.

0 citations

2505.00254v52025arXiv

Can't Slow me Down: Learning Robust and Hardware-Adaptive Object Detectors against Latency Attacks for Edge Devices

Tianyi Wang, Zichen Wang, Cong Wang et al.

6 citations

2412.02171v22024arXiv

A topological-aware automatic grading model corneal epithelial damage evaluation from full Corneal Fluorescence Staining images.

Ren, Zi-Kai, Feng, Jun, Tian, Lei et al.

0 citations

396152322024Computers in biology and medicine. 2025;184:109451

A Review on Edge Large Language Models: Design, Execution, and Applications

Yue Zheng, Yuhao Chen, Bin Qian et al.

168 citations

2410.11845v22024arXiv

Minimizing End-to-End Latency for Joint Source-Channel Coding Systems

Kaiyi Chi, Qianqian Yang, Yuanchao Shu et al.

6 citations

2403.20198v12024arXiv

An Automated Grading System Based on Topological Features for the Evaluation of Corneal Fluorescein Staining in Dry Eye Disease.

Feng, Jun, Ren, Zi-Kai, Wang, Kai-Ni et al.

9 citations

380667742023Diagnostics (Basel, Switzerland). 2023;13(23)

Confidant: Customizing Transformer-based LLMs via Collaborative Edge Training

Yuhao Chen, Yuxuan Yan, Qianqian Yang et al.

2 citations

2311.13381v12023arXiv

AccEPT: An Acceleration Scheme for Speeding Up Edge Pipeline-parallel Training

Yuhao Chen, Yuxuan Yan, Qianqian Yang et al.

6 citations

2311.05827v12023arXiv

Leading pedestrian intervals - Yay or Nay? A Before-After evaluation of multiple conflict types using an enhanced Non-Stationary framework integrating quantile regression into Bayesian hierarchical extreme value analysis.

Arun, Ashutosh, Lyon, Craig, Sayed, Tarek et al.

34 citations

365719712023Accident; analysis and prevention. 2023;181:106929

Turbo: Opportunistic Enhancement for Edge Video Analytics

Yan Lu, Shiqi Jiang, Ting Cao et al.

1 citation

2207.00172v12022arXiv

GEMEL: Model Merging for Memory-Efficient, Real-Time Video Analytics at the Edge

Arthi Padmanabhan, Neil Agarwal, Anand Iyer et al.

27 citations

2201.07705v22022arXiv

Custom Object Detection via Multi-Camera Self-Supervised Learning

Yan Lu, Yuanchao Shu

1 citation

2102.03442v12021arXiv

Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers

Romil Bhardwaj, Zhengxu Xia, Ganesh Ananthanarayanan et al.

94 citations

2012.10557v12020arXiv

Deep Learning in the Era of Edge Computing: Challenges and Opportunities

Mi Zhang, Faen Zhang, Nicholas D. Lane et al.

55 citations

2010.08861v12020arXiv

WatchDog: Real-time Vehicle Tracking on Geo-distributed Edge Nodes

Zheng Dong, Yan Lu, Guangmo Tong et al.

18 citations

2002.04597v12020arXiv

ReXCam: Resource-Efficient, Cross-Camera Video Analytics at Scale

Samvit Jain, Xun Zhang, Yuhao Zhou et al.

5 citations

1811.01268v42018arXiv

Scaling Video Analytics Systems to Large Camera Deployments

Samvit Jain, Ganesh Ananthanarayanan, Junchen Jiang et al.

74 citations

1809.02318v42018arXiv

Career total: 132 works. 22 are in this corpus.

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