业绩考核

OA系统

高层次人才

张海剑

张海剑

电话:

邮箱:haijian.zhang@whu.edu.cn

办公地点:武汉大学电子信息学院信号处理实验室

个人主页:

研究方向:智能语音信号处理与取证

导师类型:博导/硕导

个人简介

2002.09 - 2006.06      武汉大学电子信息学院,获工学学士;
2006.09 - 2011.06      武汉大学电子信息学院,获博士学位;
2007.09 - 2010.12      法国国立工艺大学(CNAM),获博士学位;
(导师:
Prof. Didier LE RUYET、Prof. Daniel ROVIRAS)

主讲课程

1. 数字信号处理(主讲、获选国家级一流本科课程、武汉大学青教赛一等奖、全国青教赛一等奖)
2. Matlab基础与应用 (主讲、第三学期课程)
3. 人工智能与大数据(助教、第三学期暑假国际课程)
4. 通信工程专业实践



1. 专业英语 (主讲)
2. 现代数字信号处理 (参与)
3. 现代机器学习(助教、第三学期暑假国际课程)

主要科研课题及项目

“语音和图像的紧密结合将会成为人工智能(AI)听觉和视觉领域新的发展趋势,存在诸多的技术瓶颈等我们去突破。在人工智能的风口浪尖,谁能将语音信号处理(增强、理解、远场语音识别),阵列信号处理(定位、分离、分类),图像信号处理,身份识别(人脸识别、虹膜识别、声纹识别、指纹识别)等众多技术巧妙并有机的联合,实现将技术的本质和与人为本的宗旨完美的结合,让我们拭目以待。”

 1. 信号处理算法、机器学习方法在不同领域(语音、图像、通信、雷达、声纳、生物医学)的应用与落地
(AI技术面临可解释性弱、依赖算力、易受干扰等问题,信号处理方法与深度学习模型相融合是未来趋势)


2. 深度神经网络语音信号处理:基于单通道数据的语音去噪、增强、声源定位、语音分离

3. 智能语音信号处理与取证:基于多通道数据的语音去噪、定位、分离、提取、识别、取证

4. 图像视觉信息分析与处理(图文识别OCR、人脸识别、疲劳驾驶、视频图像异常检测等)
 

代表性论文论著

期刊论文

[2024] H. Zhang*,“seeing” ENF From Neuromorphic Events: Modeling and Robust Estimation, IEEE Transactions on Pattern Analysis and Machine Intelligence, doi: 10.1109/TPAMI.2024.3386813.

[2024] H. Zhang*, "Video Frame Interpolation with Stereo Event and Intensity Cameras," IEEE Transactions on Multimedia, doi: 10.1109/TMM.2024.3387690.

[2023] H. Zhang*, "Learning to Super-Resolve Blurry Images With Events," IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol. 45, no. 8, pp. 10027-10043, 2023.

[2023] H. Zhang*, " "Seeing" Electric Network Frequency From Events," IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2023.

[2023] H. Zhang*, "A Lightweight Fourier Convolutional Attention Encoder for Multi-Channel Speech Enhancement,"  IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2023.

[2023] H. Zhang*, "Factors affecting forensic electric network frequency matching – A comprehensive study," Digital Communications and Networks, 2023.
[2022] H. Zhang*, "Optical-Enhanced Oil Tank Detection in High-Resolution SAR Images," IEEE Transactions on Geoscience and Remote Sensing, vol. 60, pp. 1-12, 2022.

[2022] H. Zhang*, "A Data-Driven High-Resolution Time-Frequency Distribution," IEEE SIGNAL PROCESSING LETTERS, vol. 29, pp. 1512-1516, 2022.

[2022] H. Zhang*, "Learning Structured Sparsity For Time-Frequency Reconstruction," IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2022, pp. 5398-5402.

[2021] H. Zhang*, "ENF Detection in Audio Recording via Multi-Harmonic Combining," IEEE SIGNAL PROCESSING LETTERS, vol. 28, pp. 1808-1812, 2021.

[2021] H. Zhang*,“Robust ENF estimation based on harmonic enhancement and maximum weight clique,”IEEE Transactions on Information Forensics and Security, vol. 16, pp. 3874-3887, 2021.

[2021] H. Zhang, "Enhanced Time-Frequency Representation and Mode Decomposition", IEEE Transactions on Signal Processingvol. 69, pp. 4296-4311, 2021.

[2021] H. Zhang*, "Towards End-to-End Synthetic Speech Detection",IEEE SIGNAL PROCESSING LETTERS, vol. 28, pp. 1265-1269, 2021.
[2021] H. Zhang*, "Learning Center Probability Map for Detecting Objects in Aerial Images," IEEE Transactions on Geoscience and Remote Sensing, vol. 59, no. 5, pp. 4307-4323, 2021. 
[2021] H. Zhang*, Blind separation of coherent multipath signals with impulsive interference and Gaussian noise in time-frequency domain, Signal Processing, Vol. 178, 2021.
[2021] H. Zhang*, "Detection of Electric Network Frequency in Audio Recordings–From Theory to Practical Detectors," IEEE Transactions on Information Forensics and Security, vol. 16, pp. 236-248, 2021.
[2020] H. Zhang*, "ENF Signal Enhancement in Audio Recordings,"
IEEE Transactions on Information Forensics and Security, vol. 15, pp. 1868-1878, 2020.
[2020] H. Zhang, "Distributed Compressive Sensing via LSTM-Aided Sparse Bayesian Learning," Signal Processing, vol. 176, 2020.
[2020] H. Zhang*, "An Overview of FIR Filter Design in Future Multicarrier Communication Systems", Electronics, 2020, 9(4), 599.
[2019] H. Zhang*, “Energy-efficient multi-cell resource allocation in cognitive radio-enabled 5G systems”, EURASIP Journal on Advances in Signal Processing, 2019:4, Dec. 2019.
[2019] H. Zhang*, "Random Matching Pursuit for Image Watermarking,"  IEEE Transactions on Circuits and Systems for Video Technology, vol. 29, no. 3, pp. 625-639, March 2019.
[2019] H. Zhang*, Detecting Power Lines in UAV Images with Convolutional Features and Structured Constraints. Remote Sens. 2019, 11, 1342.
[2018] H. Zhang*, "Improved bare PCB defect detection approach based on deep feature learning,"  The Journal of Engineering, vol. 2018, no. 16, pp. 1415-1420, Nov. 2018. (指导本科生一作论文
[2018] H. Zhang*, "Fingerprint-Based Device-Free Localization in Changing Environments Using Enhanced Channel Selection and Logistic Regression," IEEE Access, vol. 6, pp. 2569-2577, 2018.
[2018] H. Zhang*, Geospatial Object Detection in High Resolution Satellite Images Based on Multi-Scale Convolutional Neural Network. Remote Sens. 2018, 10, 131.
[2018] H. Zhang*, “Line Spectral Estimation Based on Compressed Sensing with Deterministic Sub-Nyquist Sampling,” Circuits, Systems, and Signal Processing, vol. 37, no. 4, pp. 1777–1788, Apr. 2018.
[2017] H. Zhang*, “Frequency estimation of multiple sinusoids with three sub-Nyquist channels,” Signal Processing, vol. 139, pp. 96-101, 2017.
[2017] H. Zhang*, “Frequency estimation with atomic norms using coprime sampling,” ICIC Express Letters, vol. 11. no. 2, pp. 483-489, Feb. 2017.
[2017] H. Zhang, “Underdetermined Blind Separation of Overlapped Speech Mixtures in Time-Frequency Domain with Estimated Number of Sources,” Speech Communication, vol. 89, pp. 1-16, 2017.
[2017] H. Zhang*, “Dynamic recovery for block sparse signals,” Signal Processing, vol. 130, pp. 197-203, Jan. 2017. 
[2016] H. Zhang,“Spectral Efficiency Analysis of Filter Bank Multi-Carrier (FBMC)-Based 5G Networks with Estimated Channel State Information (CSI),” in the book of Towards 5G Wireless Networks - A Physical Layer Perspective, Publisher: InTech, DOI: 10.5772/66057
[2016] H. Zhang*, “Power Transmission Tower Series Extraction in PolSAR Image Based on Time-Frequency Analysis and A-Contrario Theory,” Sensors, 2016, 16(11), 1862; doi: 10.3390/s16111862
[2016] H. Zhang*, “A New Elliptical Model for Device-Free Localization,” Sensors, 16(4), 577, 2016. doi:10.3390/s16040577
[2016] H. Zhang, “Iterative Time-Frequency Filtering of Sinusoidal Signals With Updated Frequency Estimation,” IEEE Signal Processing Letters, vol. 23, no. 1, pp. 139-143, Jan. 2016.
[2016] H. Zhang, "DOA Estimation of Closely-Spaced and Spectrally-overlapped Sources Using A STFT-Based MUSIC Algorithm," Digital Signal Processing, vol. 52, pp 25-34, May 2016.
[2016] H. Zhang, “Polyphase filter bank based multi-band spectrum sensing in cognitive radio systems,” International Journal of Communication Systems, vol. 29, no. 12, Aug. 2016, pp.1844-1862.
[2016] H. Zhang*, "Structured Sparsity-Driven Autofocus Algorithm for High-Resolution Radar Imagery," Signal Processing, vol. 125, pp. 376-388, Aug. 2016.
[2016] H. Zhang*, "A Class of Deterministic Sensing Matrices and Their Application in Harmonic Detection," Circuits Systems and Signal Processing, pp 1-12, Feb. 2016.
[2016] H. Zhang*, "Novel Wideband DOA Estimation Based on Sparse Bayesian Learning With Dirichlet Process Priors," IEEE Transactions on Signal Processing, vol. 64, no. 2, pp. 275-289, Jan. 2016.
[2016] H. Zhang*, "An Improved Adaptive Constrained Constant Modulus Reduced-Rank Algorithm with Sparse Updates for Beamforming," Multidimensional Systems and Signal Processing, vol. 27, issue 2, pp. 321-340, Apr. 2016.
[2015] H. Zhang*, "Automatic Ship Detection in SAR Images Using Multi-Scale Heterogeneities and an A Contrario Decision," Remote Sensing, pp. 7695-7711, 7, 2015.
[2015] H. Zhang*, "Robust Frequency-Hopping Spread Spectrum Estimation based on Sparse Bayesian Method," IEEE Transactions on Wireless Communications, vol. 14, no. 2, pp. 781-793, Feb. 2015.
[2015] H. Zhang, "IF Estimation of FM Signals based on Time-Frequency Image," IEEE Transactions on Aerospace and Electronic Systems, vol. 51, no. 1, Jan. 2015.
[2015] H. Zhang, "Robust Time-Varying Filtering and Separation of Some Nonstationary Signals in Low SNR Environments," Signal Processing, vol. 106, pp. 141-158, Jan. 2015.
[2014] H. Zhang*, "Speech Signal Recovery Based on Source Separation and Noise Suppression," Journal of Computer and Communications, vol. 2, pp. 112-120, 2014.
[2013] H. Zhang*, "An Improved Auto-Calibration Algorithm Based on Sparse Bayesian Learning Framework," IEEE Signal Processing Letters, vol. 20, no. 9, pp. 889-892, Sep. 2013.
[2012] H. Zhang, "Noncooperative Multicell Resource Allocation of FBMC-Based Cognitive Radio Systems," IEEE Transactions on Vehicular Technology, vol. 61, no. 2, pp. 799-811, Feb. 2012.
[2010] H. Zhang, "Spectral Efficiency Comparison of OFDM / FBMC for Uplink Cognitive Radio Networks," EURASIP Journal on Advances in Signal Processing, vol. 2010, Article ID 621808, 14 pages, 2010.
[2010] H. Zhang, "Spectral Correlation of Multicarrier Modulated Signals and Its Application for Signal Detection," EURASIP Journal on Advances in Signal Processing, vol. 2010, Article ID 794246, 14 pages, 2010.
[2009] H. Zhang, "Spectral Efficiency Comparison between OFDM / OQAM and OFDM based CR Networks," Wireless Communications and Mobile Computing, vol. 9, pp. 1487-1501, Nov. 2009.
[2009] H. Zhang, "Classification of Polarimetric SAR Image Based on Four-component Scattering Model," Geomatics and Information Science of Wuhan University, vol. 34, no. 1, pp. 122-125, 2009. 
[2007] H. Zhang*, "Study on Extracting Information from Spaceborne Polarimetric Synthetic Aperture Radar Data," SPACE ELECTRONIC TECHNOLOGY, vol. 4, no. 2, pp. 1-6, 2007. 

部分学术会议

[2020] H. Zhang*, "EFFICIENT ESTIMATION OF MIXING MATRIX USING A TWO-SENSOR ARRAY," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020.
[2020] H. Zhang*, "FACIAL FEATURE EMBEDDED CYCLEGAN FOR VIS-NIR TRANSLATION," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), May 2020.
[2016] H. Zhang*, "DOA Estimation of Closely-Spaced and Spectrally-Overlapped Sources Based on Time-Frequency Sparse Representation," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Shanghai, China, 20-25 March 2016.
[2016] H. Zhang*, "A sparsity-driven auto-focus technique for radar imaging," IEEE 11th Conference on Industrial Electronics and Applications (ICIEA), Hefei, China, 2016, pp. 2381-2385. 
[2016] H. Zhang*, "Resource Allocation in FBMC-based Two-Cell Cognitive Radio Systems with Estimated CSI", The 13th IEEE International Conference on Signal Processing, Chengdu, China, 4-9 November, 2016.
[2016] H. Zhang*, "Logistic Regression-Based Device-Free Localization in Changeable Environments", The 13th IEEE International Conference on Signal Processing, Chengdu, China, 4-9 November, 2016.
[2016] H. Zhang*, "Automatic Modulation Classification using Stacked Sparse Auto-Encoders", The 13th IEEE International Conference on Signal Processing, Chengdu, China, 4-9 November, 2016.
[2015] H. Zhang*, "Hierarchical Sparsity-Regularized Framework Based Frequency Hopping Spectrum Estimation With Antenna Array System," International Conference on Information Technology, May 2015.
[2015] H. Zhang*, "Extending Access Point Coverage Area through Opportunistic Routing for Multi-Hop WLAN Accesses," ICPADS 2014.
[2014] H. Zhang*, "Blind Frequency Hopping Spectrum Estimation: A Bayesian Approach," SustainCom 2014.
[2014] H. Zhang*, "Pedestrian detection in highly crowded scenes using "online" dictionary learning for occlusion handling," in Proc. of IEEE ICIP, 2014.
[2014] H. Zhang*, "Automatic Multi-Speaker Speech Recognition System Based on Time-Frequency Blind Source Separation under Ubiquitous Environment," in Proc. of IEEE Conference on Industrial Electronics and Applications (ICIEA), Hangzhou, China, Jun. 2014, pp. 101-106.
[2014] H. Zhang, "Supervised Modulation Classi cation Based on Ambiguity Function Image and Invariant Moments," in Proc. of IEEE Conference on Industrial Electronics and Applications (ICIEA), Hangzhou, China, Jun. 2014, pp. 1461-1465.
[2014] H. Zhang, "IF Extraction of Multicomponent Radar Signals based on Time-Frequency Gradient Image," in Proc. of IEEE Radar Conference, Cincinnati, OH, May 19-23, 2014, pp. 0344-0349.
[2014] H. Zhang, "Time-Varying Filtering and Separation of Nonstationary FM Signals in Strong Noise Environments," in Proc. of International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Florence, Italy, 4-9 May 2014, pp. 4171-4175.
[2013] H. Zhang, "Estimation Of Underdetermined Mixing Matrix With Unknown Number Of Overlapped Sources In Short-Time Fourier Transform Domain," in Proc. of International Conference on Acoustics, Speech,and Signal Processing (ICASSP), May 2013, pp. 6486-6490.
[2012] H. Zhang, "Time-Frequency Peak Filtering for the Recognition of Communication Signals," in Proc. of International Symposium on Instrumentation & Measurement, Sensor Network and Automation (IMSNA), Aug. 2012, pp.19-23.
[2010] H. Zhang, "Uplink Capacity Comparison of OFDM / FBMC based Cognitive Radio Networks," in Proc. of IEEE International Conference on Communications (ICC), Cape Town, South Africa, May. 2010, pp. 1-5.
[2010] H. Zhang, "Capacity analysis of OFDM / FBMC based cognitive radio networks with estimated CSI," in Proc. of IEEE CrownCom, Cannes, France, Jun. 2010, pp. 1-5.
[2009] H. Zhang, "Resource Allocation of Noncooperative Multi-cell for Cognitive Radio Networks," in Proc. of IEEE ISWCS, Sep. 2009, pp. 101-105.
[2009] H. Zhang, "Spectral Efficiency Analysis in OFDM and OFDM/OQAM Based Cognitive Radio Networks," in Proc. of IEEE Vehicular Technology Conference (VTC), Apr. 2009, pp. 1-5.
[2008] H. Zhang, "Signal Detection for OFDM/OQAM System Using Cyclostationary Signatures," in Proc. of IEEE International Symposium on Personal Indoor and Mobile Radio Communications (PIMRC), Sep. 2008, pp. 1-5.
[2007] H. Zhang, "Automatic Extraction of Power Transmission Tower Series from PolSAR Imagery Based on MRF Model," in Proc. of Asian and Pacific Conference on Synthetic Aperture Radar, Nov. 2007, pp. 788-792.
[2007] H. Zhang*, "Automatic Detection of Power Transmission Series in Full Polarimetric SAR Imagery," in Proc. of IEEE Radar Conference, Boston, USA, Apr. 2007, pp. 789-793.
[2006] H. Zhang, "Improved Classification of Polarimetric SAR Data Based on Four-component Scattering Model," in Proc. of CIE International Conference on Radar, Oct. 2006, pp. 555-558.
[2006] H. Zhang*, "Classification of Polarimetric SAR Data Based on Multidimensional Watershed Clustering," in Proc. of Lecture Notes in Artificial Intelligence, ADMA, 2006, pp. 157-164.

主要学术组织任职

长期担任包括IEEE Trans. on Information Forensics & Security (TIFS), IEEE Trans. on Signal Processing (TSP), IEEE Trans. on Wireless Communications (TWC), IEEE Trans. on Vehicular Technology (TVT),IEEE SPL,Elsevier Signal Processing 等国际期刊论文审稿人。

荣誉获奖

2022-2023   全国高等学校电子信息类专业青年教师授课竞赛一等奖
2021-2022   湖北省教学成果奖一等奖
2021-2022   全国高等学校电子信息类专业青年教师授课竞赛一等奖
2020-2021   武汉大学教学成果奖一等奖
2019-2020   武汉大学教师教学创新大赛二等奖
2018-2019   武汉大学第九届青教赛一等奖
2017-2019   武汉大学电子信息学院人才振兴计划 - 优秀青年学者
2017-2018  “华为杯”全国研究生电子设计竞赛总决赛团队二等奖、优秀指导老师
2018-2021   指导多名本科生获评“武汉大学优秀学士学位论文”
2018-2020   连续获选电子信息学院“我心中的好导师”
2015-2020   湖北省“楚天学子”
2011-2014   新加坡淡马锡实验室奖学金
2011-2012   武汉大学优秀研究生
2008-2010   法国国立工艺大学(CNAM)博士生奖学金
2009-2010   法语语言中级合格证书
2007-2008   中国国家留学基金管理委员会中法联合博士培养项目奖学金
2006-2007   华为专项奖学金
2005-2006   湖北省优秀学士论文

指导学生情况

指导博士和硕士情况

     1.  已毕业并获得博士学位的研究生2名:

      雷谦      黄山

2.  已毕业并获得硕士学位的研究生20余名:

   
2013级: 陈鸾(获得法国CNAM大学博士学位)
   
    2014级: 代翱    彭冬青


    2015级: 郑玲    张学玲


    2016级: 陈石娥  樊路之  胡靓   李攀东  吕恒伟


    2017级: 严云昊  蔡忠强  成帅   胡月


    2018级: 卢雯桢  王慧娇  肖易明  严秦梦颖


    2019级: 陈静宇  王翔   姜蕾   张吴胜
    
    2020级: 钱宇甜   孙思雨

    2021级: 方建     陈佳佳    丁超


         2022级: 王子雄


欢迎具有电子、计算机、自动化、数学、物理等相关背景的同学保送或报考研究生,学习期间导师在能力范围内提供一切帮助。若有意进行大学生科研、提前进入信号处理实验室学习专业相关知识的本科生,可邮件联系。(haijian.zhang@whu.edu.cn)

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