Hongpeng Guo

About Hongpeng Guo

Hongpeng Guo, With an exceptional h-index of 6 and a recent h-index of 6 (since 2020), a distinguished researcher at University of Illinois at Urbana-Champaign, specializes in the field of Efficient Machine Learning, Distributed Systems, Video Analytics, Federated Learning.

His recent articles reflect a diverse array of research interests and contributions to the field:

Vesper: Learning to Manage Uncertainty in Video Streaming

FedCore: Straggler-Free Federated Learning with Distributed Coresets

ScaleFlow: Efficient Deep Vision Pipeline with Closed-Loop Scale-Adaptive Inference

DeepStream: Bandwidth efficient multi-camera video streaming for deep learning analytics

360broadview: Viewer management for viewport prediction in 360-degree video live broadcast

BoFL: bayesian optimized local training pace control for energy efficient federated learning

Multi-view scheduling of onboard live video analytics to minimize frame processing latency

Deeprt: A soft real time scheduler for computer vision applications on the edge

Hongpeng Guo Information

University

Position

___

Citations(all)

179

Citations(since 2020)

176

Cited By

43

hIndex(all)

6

hIndex(since 2020)

6

i10Index(all)

4

i10Index(since 2020)

4

Email

University Profile Page

Google Scholar

Hongpeng Guo Skills & Research Interests

Efficient Machine Learning

Distributed Systems

Video Analytics

Federated Learning

Top articles of Hongpeng Guo

Vesper: Learning to Manage Uncertainty in Video Streaming

2024/4/15

FedCore: Straggler-Free Federated Learning with Distributed Coresets

arXiv preprint arXiv:2402.00219

2024/1/31

ScaleFlow: Efficient Deep Vision Pipeline with Closed-Loop Scale-Adaptive Inference

2023/10/26

DeepStream: Bandwidth efficient multi-camera video streaming for deep learning analytics

arXiv preprint arXiv:2306.15129

2023/6/27

360broadview: Viewer management for viewport prediction in 360-degree video live broadcast

2022/12/13

BoFL: bayesian optimized local training pace control for energy efficient federated learning

2022/11/7

Multi-view scheduling of onboard live video analytics to minimize frame processing latency

42nd IEEE International Conference on Distributed Computing Systems (ICDCS)

2022

Deeprt: A soft real time scheduler for computer vision applications on the edge

2021/12/14

360viewpet: View based pose estimation for ultra-sparse 360-degree cameras

2021/11/29

CrossRoI: Cross-camera Region of Interest Optimization for Efficient Real Time Video Analytics at Scale

2021/7/15

A privacy-preserving data collection and processing framework for third-party UAV services

2020/12/29

Hongpeng Guo
Hongpeng Guo

H-Index: 2

Klara Nahrstedt
Klara Nahrstedt

H-Index: 38

Secure broadcast protocol for unmanned aerial vehicle swarms

2020/8/3

Hongpeng Guo
Hongpeng Guo

H-Index: 2

Klara Nahrstedt
Klara Nahrstedt

H-Index: 38

See List of Professors in Hongpeng Guo University(University of Illinois at Urbana-Champaign)

Co-Authors

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