Junxian Huang

Associate Professor

College of Artificial Intelligence

Nanjing Agricultural University

Email: jim at njau.edu.cn

Google Scholar

GitHub

I am an associate professor at the College of Artificial Intelligence, Nanjing Agricultural University.

I received my Ph.D. and M.S. from University of Michigan, Ann Arbor, and B.S. from Tsinghua University.

My research interests span the areas of computer vision, bioinformatics and automated AI systems, with applications in agriculture, manufacturing industry, etc. My research lies at the intersection of computer vision, bioinformatics, and machine learning.

I have rich experiences in entrepreneurship, industry and academia. I am interested in making advances in the theoretical principles of machine learning, and devising useful AI tools / systems / machines to solve real challenging problems arising from various interdisciplinary fields, with limited computing resources, inadequate and even inaccurate data labeling, and strict performance requirements.

Publications


UniAMP: Enhancing AMP Prediction using Deep Neural Networks with Inferred Information of Peptides [PDF]
Zixin Chen, Chengming Ji, Wenwen Xu, Jianfeng Gao, Ji Huang, Huanliang Xu, Guoliang Qian, and Junxian Huang
In Submission, 2024

Nondestructive In-Ovo Sexing Identification of Hy-Line Sonia Eggs by EggFormer using Hyperspectral Imaging [PDF]
Chengming Ji, Ke Song, Zixin Chen, Shanyong Wang, Huanliang Xu, Kang Tu, Leiqing Pan, and Junxian Huang
In Submission, 2024

RiceTFtarget: A Rice Transcription Factor-Target Prediction Server Based on Coexpression and Machine Learning [DOI Link | Paper]
Baoyi Zhang, Xueai Zhu, Zixin Chen, Hongsheng Zhang, Junxian Huang, and Ji Huang
Plant Physiology, Volume 193, Issue 1, Pages 190-194, September 2023

Performance and Power Characterization of Cellular Networks and Mobile Application Optimizations [PDF | Slides]
Junxian Huang
Ph.D. Thesis, University of Michigan, Ann Arbor, 2013

An In-depth Study of LTE: Effect of Network Protocol and Application Behavior on Performance [PDF | Slides]
Junxian Huang, Feng Qian, Yihua Guo, Yuanyuan Zhou, Qiang Xu, Z. Morley Mao, Subhabrata Sen, and Oliver Spatscheck
ACM SIGCOMM, 2013

SocialWatch: Detection of Online Service Abuse via Large-Scale Social Graphs [PDF | Slides]
Junxian Huang, Yinglian Xie, Fang Yu, Qifa Ke, Martin Abadi, Eliot Gillum and Z. Morley Mao
ACM ASIA Conference on Computer and Communications Security (ASIACCS), 2013

How to Reduce Smartphone Traffic Volume by 30%? [PDF]
Feng Qian, Junxian Huang, Jeffrey Erman, Z. Morley Mao, Subhabrata Sen, and Oliver Spatscheck
Passive and Active Measurement Conference (PAM), Best Paper Nominee, 2013

Screen-Off Traffic Characterization and Optimization in 3G/4G Networks [PDF | Slides]
Junxian Huang, Feng Qian, Z. Morley Mao, Subhabrata Sen, and Oliver Spatscheck
ACM Internet Measurement Conference (IMC), 2012

Innocent by Association: Early Recognition of Legitimate Users [PDF]
Yinglian Xie, Fang Yu, Qifa Ke, Martin Abadi, Eliot Gillum, Krish Vitaldevaria, Jason Walter, Junxian Huang, and Z. Morley Mao
ACM Conference on Computer and Communications Security (CCS), 2012

A Close Examination of Performance and Power Characteristics of 4G LTE Networks [PDF | Slides]
Junxian Huang, Feng Qian, Alexandre Gerber, Z. Morley Mao, Subhabrata Sen, and Oliver Spatscheck
ACM International Conference on Mobile Systems, Applications, and Services (MobiSys), Best Paper Nominee, 2012

Web Caching on Smartphones: Ideal vs. Reality [PDF]
Feng Qian, Kee Shen Quah, Junxian Huang, Jeffrey Erman, Alexandre Gerber, Z. Morley Mao, Subhabrata Sen, and Oliver Spatscheck
ACM International Conference on Mobile Systems, Applications, and Services (MobiSys), 2012

Periodic Transfers in Mobile Applications: Network-wide Origin, Impact, and Optimization [PDF]
Feng Qian, Zhaoguang Wang, Yudong Gao, Junxian Huang, Alexandre Gerber, Z. Morley Mao, Subhabrata Sen, and Oliver Spatscheck
International Conference on World Wide Web (WWW), 2012

Cellular Data Network Infrastructure Characterization and Implication on Mobile Content Placement [PDF]
Qiang Xu, Junxian Huang, Zhaoguang Wang, Feng Qian, Alexandre Gerber, and Z. Morley Mao
ACM International Conference on Measurement and Modeling of Computer Systems (SIGMETRICS), 2011

Anatomizing Application Performance Differences on Smartphones [PDF | Slides]
Junxian Huang, Qiang Xu, Birjodh Tiwana, Z. Morley Mao, Ming Zhang and Victor Bahl
ACM International Conference on Mobile Systems, Applications, and Services (MobiSys), Best Paper Nominee, 2010

Deception Detection Via Blob Motion Pattern Analysis [PDF]
Fan Xia, Hong Wang, and Junxian Huang
Affective Computing and Intelligent Interaction (ACII), 2007

Technical Reports

SocialWatch: Detection of Online Service Abuse via Large-Scale Social Graphs [Link]
Junxian Huang, Yinglian Xie, Fang Yu, Qifa Ke, Martin Abadi, Eliot Gillum, and Z. Morley Mao
Microsoft Research Technical Report, MSR-TR-2013-24, 2013

Uncovering Cellular Network Characteristics: Performance, Infrastructure, and Policies [PDF]
Junxian Huang, Feng Qian, Qiang Xu, Zhiyun Qian, Z. Morley Mao, and Ammar Rayes
University of Michigan Technical Report, CSE-TR-578-13, 2013

Anatomizing Application Performance Differences on Smartphones [PDF]
Junxian Huang, Qiang Xu, Z. Morley Mao, Ming Zhang, and Paramvir Bahl
University of Michigan Technical Report, CSE-TR-556-09, 2009

Patents


Patents Granted

Method for Detecting Feather Area Parameters of Poultry
Junxian Huang, Zixin Chen, Jianfeng Gao, Wencai Wu, Wei Dai, Huanliang Xu, Chengming Ji, Meixuan Shan, Wenwen Xu, Zemin Liu, Jianhua Deng
Chinese Patent CN116309791B, 2023/10/27

Method for Detecting Parameters of Chicken Head Organs
Junxian Huang, Wenwen Xu, Zixin Chen, Jianfeng Gao, Huanliang Xu, Chengming Ji, Zemin Liu, Wei Dai, and Wencai Wu
Chinese Patent CN116596937B, 2023/09/22

Method, Device and Equipment for Identifying Characteristics of Pores of Poultry
Ming Zhang, Junxian Huang, Jingting Su, Zixin Chen, Xiaojun Ju, Jianfeng Gao, Yunjie Tu, Yanju Shan, Gaige Ji, and Yifan Liu
Chinese Patent CN116228734B, 2023/09/22

Biological Information Acquisition Method Based on GNN Neural Network
Junxian Huang, Tao Yin, Jianfeng Gao, Huanliang Xu, Chengming Ji, Zixin Chen, Wenwen Xu, and Zemin Liu
Chinese Patent CN116312744B, 2023/09/22

Network-based Payment Method and Network Payment Server
Junxian Huang and Jianfeng Gao
Chinese Patent CN107748985B, 2021/05/28

Facilitation of Mobile Device Resource Optimization
Subhabrata Sen, Oliver Spatscheck, Junxian Huang, Z. Morley Mao, and Feng Qian
US Patent US10172041B2, 2019/01/01

Using Social Graphs to Combat Malicious Attacks
Yinglian Xie, Fang Yu, Martin Abadi, Eliot C. Gillum, Junxian Huang, Z. Morley Mao, Jason D. Walter, and Krishna Vitaldevara
US Patent US8434150B2, 2013/04/30

Patent Applications

A Method for Nondestructive Identification of Chicken Egg Gender Using Hyperspectral Imaging
Junxian Huang, Chengming Ji, Jianfeng Gao, Zixin Chen, et al.
Chinese Patent Application, in Submission, 2024

A Method for Calculating Egg Shape Index and Identifying Breed of Chicken Eggs
Ming Zhang, Junxian Huang, Jingting Shu, Liuchao Zhu, Xiaojun Ju, et al.
Chinese Patent Application, in Submission, 2024

An Intelligent Health Monitoring System and Method for Poultry Farming
Junxian Huang, Lianzeng Wang, Huaxin Qiao, Shouchang Zhou, Zixin Chen, et al.
Chinese Patent Application, in Submission, 2024

A Method of Diagnosing Respiratory Diseases in Poultry Based on Vocalizations
Lianzeng Wang, Junxian Huang, Shouchang Zhou, Huaxin Qiao, et al.
Chinese Patent Application, in Submission, 2024

Method and Device for Poultry Chicken Breed Identification
Jingting Su, Ming Zhang, Junxian Huang, Yanju Shan, Zhiwu Chen, et al.
Chinese Patent Application, CN117593764A, 2024/02/23
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