教师主页移动版

综合介绍 General Introduction 自进入西工大工作以来，在教学方面，先后承担《信号与系统》中英文课程、《Artificial Intelligence》全英文课程、《Adversarial Machine Learning》暑期课程等教学工作，主持教育部产学合作协同育人项目1项（优秀成果奖），参加陕西省青年教师电子实验技能大赛获省一等奖、二等奖各1项，获西北工业大学优秀教学研究一等奖1项，协助组织研究生智慧城市大赛、电子设计大赛等学科竞赛，指导学生获得电子信息类学科竞赛国家级、省部级奖励11项和大学生创新创业训练项目7项；在科研方面，以视觉计算为主要研究领域，具体围绕特定环境感知（视觉融合、增强、质量评估，视觉/遥感目标检测与识别，智能模型对抗与安全评估等）、人本（人脸/假脸、人体行为、生理信号、心理状态等）智能分析、跨域（文字/商标/植物/社会化等图像和语义）信息理解三个方向开展研究，相继承担各类科研项目20余项（如国家自然科学基金、陕西省重点研发计划等），在IEEE TIP、IEEE TMM、IEEE TIFS、IEEE CSVT、IEEE TIM、CVIU、NEUCCOM、KBS、ESA、EAAI、DSP、SPIC等高水平国际期刊和ACM MM、CVPRW、IJCAIW、PCM、MMM、ICIP等知名国际会议上发表论文90余篇，获得授权/公开发明专利20余项，获陕西省高等学校科学技术一等奖2项，获国际会议最佳论文奖1项，MiGA2023国际挑战赛冠/亚军；在国际合作方面，与芬兰奥卢大学、意大利卡利亚里大学等知名团队相互合作，协助邀请多名国外知名教授来校交流访问，并担任多个国际会议的程序委员会和组织委员会成员。 个人相册

教育教学

个人经历 personal experience 工作经历 教育经历 - 2018.07~至今，西北工业大学电子信息学院，副教授；- 2019.09~2019.12，芬兰奥卢大学机器视觉与信号分析中心，高级研究员；- 2014.12~2018.07，西北工业大学电子信息学院，讲师. - 2018.08~2018.09，工业和信息化部人才培养计划（澳大利亚）；- 2009.09~2014.09，西北工业大学电子信息学院，博士；- 2011.09~2013.09，美国北卡罗来纳大学夏洛特分校，联合培养博士；- 2008.09~2009.08，西北工业大学电子信息学院，硕士；- 2004.09~2008.07，西北工业大学电子信息学院，本科.

荣誉获奖

教育教学 Education and teaching 招生信息 常年招收英语和编程能力较强的本科同学参加科创项目实践，有意者欢迎与我联系。欢迎具有责任心、强烈的求知欲、学习积极主动和具有较强的自律性的优秀学生保送或者报考本人研究生，主要招生专业：    - 电子科学与技术（学术型硕士）    - 电子信息（专业型硕士）

科学研究

团队信息 Team Information 隶属于“媒体计算与智能系统”团队（MUCIS Lab），本团队现有教师8人，研究生50余人，研究领域主要包括多媒体分析与检索、计算机视觉与模式识别和量子信息获取与处理三个方面，具体包含图像融合、图像/视频质量评价、图像/视频标注与检索、视觉目标检测与识别、表情分析与识别、模型安全性评估、量子通信、量子雷达、智能系统设计等研究方向。团队每年可获得1~2项国家级基金资助，2~3项省部级基金资助，以及多项其他类型项目。团队建设有丰富的计算资源，包括浪潮计算集群1台、GPU工作站10余台、联想服务器多台、多种嵌入式平台与数据采集系统等。团队成员与美国、英国、加拿大、芬兰、荷兰、西班牙、意大利、法国、比利时等国家的著名大学和学者建立了广泛深入的学术交流和科研合作；多名研究生前往韩国成均馆大学、芬兰奥卢大学、西班牙巴斯克大学、加拿大魁北克大学、美国北卡大学等国际知名高校进行短期互访、联合培养等。已毕业研究生获得了优秀毕业生称号和学校最佳学位论文等荣誉，多就职于中国航天科技集团、中国航天科工集团、中国电子科技集团、华为、中兴、百度等高科技公司以及西北工业大学、西北农林科技大学、西北大学、安徽大学、空军军医大学等高等院校。

学术成果

社会兼职 Social Appointments - 程序委员会成员：ICIPMC2022-2024 Publicity Chair, ICBBT2021 Contact Chair, ICBEA2020 Publication Chair, IPTA2018/2017/2016 Web/Session/Poster Chair等；- 组织委员会成员：中俄工程技术论坛2016，FADS2017，BDBMS2017等；- 期刊和会议审稿专家：IEEE TMM/TCSVT/TIFS/TGARS/TCYB/TNB/ACCESS、PR、ESA、EAAI、NEUCOM、JVCI、IET BMT/IPR/CVI、JMLC、MTA、JEI、计算机学报、数据采集与处理等期刊和ICME2021、IPTA2016-2018、ICACT2016等国际会议。

综合介绍

学术成果 Academic Achievements - 代表著作（论文、专利、书籍章节等）：[C14]  Xupeng Guo, Wei Peng, Hexiang Huang, Zhaoqiang Xia*. Micro-gesture Online Recognition with Graph-convolution and Multiscale Transformers for Long Sequence. IJCAI Workshop&Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA), 2023. (1st Ranking)[C13]  Hexiang Huang, Xupeng Guo, Wei Peng, Zhaoqiang Xia*. Micro-gesture Classification Based on Ensemble Hypergraph-convolution Transformer. IJCAI Workshop&Challenge on Micro-gesture Analysis for Hidden Emotion Understanding (MiGA), 2023. (2nd Ranking)[J36] Sihang Dang, Zhaoqiang Xia, Xiaoyue Jiang, Shuliang Gui, Xiaoyi Feng. Inclusive Consistency-Based Quantitative Decision-Making Framework for Incremental Automatic Target Recognition. IEEE Transactions on Geoscience and Remote Sensing, 61: 1-14, 2023.[J35] Xiaobiao Zhang, Zhaoqiang Xia*, Jing Dai, Lili Liu, Jinye Peng, Xiaoyi Feng. MSDN: A Multistage Deep Network for Heart-Rate Estimation From Facial Videos. IEEE Transactions on Instrumentation and Measurement, 72: 1-15, 2023.[J34] Xiaobiao Zhang, Zhaoqiang Xia*, Lili Liu, Xiaoyi Feng. Demodulation Based Transformer for rPPG Generation and Heart Rate Estimation. IEEE Signal Processing Letter, 30: 1042-1046, 2023.[J33] Lei Li, Zongwei Li, Huijian Han, Lei Yang, Xiaoyi Feng, Fabio Roli, Zhaoqiang Xia*. Wooden Spoon Crack Detection by Prior Knowledge-enriched Deep Convolutional Network. Engineering Applications of Artificial Intelligence, 126(B):106810, 2023.[J32] Junmei Feng, Kunwei Wang, Qiguang Miao, Yue Xi, Zhaoqiang Xia*. Personalized Recommendation with Hybrid Feedback by Refining Implicit Data. Expert Systems with Applications, 232: 120855, 2023.[J31] Yang Zheng, Xiaoyi Feng, Zhaoqiang Xia, Xiaoyue Jiang, Ambra Demontis, Maura Pintor, Battista Biggio, Fabio Roli: Why Adversarial Reprogramming Works, When It Fails, and How To Tell The Difference. Information Science, 632: 130-143, 2023.[J30] Xupeng Guo, Xiaobiao Zhang, Lei Li, Zhaoqiang Xia*. Micro-expression Spotting with Multi-scale Local Transformer in Long Videos. Pattern Recognition Letters, 168: 146-152, 2023. (Code)[J29] Feng Zhang, Xiaoyue Jiang, Zhaoqiang Xia, Moncef Gabbouj, Jinye Peng, Xiaoyi Feng. Non-Local Color Compensation Network for Intrinsic Image Decomposition. IEEE Transactions on Circuits and Systems for Video Technology, 33(1): 132-145, 2023.[J28] Lei Li, Zhaoqiang Xia*, Jun Wu, Lei Yang, Huijian Han. Face Presentation Attack Detection based on Optical Flow and Texture Analysis. Journal of King Saud University - Computer and Information Sciences, 34(4): 1455-1467, 2022.[J27] Fang Tan, Zhaoqiang Xia*, Yupeng Ma, Xiaoyi Feng. 3D Sensor Based Pedestrian Detection by Integrating Improved HHA Encoding and Two-Branch Feature Fusion. Remote Sensing, 14(3): 645, 2022.[J26] Dong Huang, Xiaoyi Feng, Haixi Zhang, Zitong Yu, Jinye Peng, Guoying Zhao, Zhaoqiang Xia*. Spatio-Temporal Pain Estimation Network with Measuring Pseudo Heart Rate Gain. IEEE Transactions on Multimedia, 24:3300-3313, 2022.[P6] 夏召强，郭旭鹏，梁桓等.一种基于浅层网络的长视频微表情检测方法，2022.01. (专利授权号：CN114639136B)[J25] Yupeng Ma, Xiaoyue Jiang, Zhaoqiang Xia, Moncef Gabbouj, Xiaoyi Feng. CasQNet: Intrinsic Image Decomposition Based on Cascaded Quotient Network. IEEE Transactions on Circuits and Systems for Video Technology, 31(7):2661-2674, 2021.[J24] Junmei Feng, Zhaoqiang Xia*, Xiaoyi Feng, Jinye Peng. RBPR: A Hybrid Model for the New User Cold Start Problem in Recommender Systems. Knowledge-Based Systems, 214: 106732, 2021. (Code)[J23] Lei Li, Zhaoqiang Xia*, Huijian Han, Guiqing He, Fabio Roli, Xiaoyi Feng. Infrared and Visible Image Fusion Using A Shallow CNN and Structural Similarity Constraint. IET Image Processing, 14(14): 3562-3571, 2020.[J22] Dong Huang, Zhaoqiang Xia*, Joshua Mwesigye, Xiaoyi Feng. Pain-attentive Network: A Deep Spatio-temporal Attention Model for Pain Estimation. Multimedia Tools and Applications,79(37):28329-28354, 2020.[C12] Wei Peng, Jingang Shi, Zhaoqiang Xia, Guoying Zhao. Mix Dimension in Poincaré Geometry for 3D Skeleton-based Action Recognition. ACM Conference on Multimedia (ACM MM). ACM, pp.1432-1440, 2020.[P5] 何贵青，邢思远，夏召强等. 基于非负稀疏矩阵与超球面彩色变换的图像融合方法，2020.04. (专利授权号：CN107169946B)[J21] Zhaoqiang Xia*, Wei Peng, Huai-Qian Khor, Xiaoyi Feng, Guoying Zhao. Revealing the Invisible with Model and Data Shrinking for Composite-database Micro-expression Recognition. IEEE Transactions on Image Processing, 29:8590-8605, 2020. (Code)[J20] Lei Li, Zhaoqiang Xia*, Xiaoyue Jiang, Fabio Roli, Xiaoyi Feng. CompactNet: Learning A Compact Space for Face Presentation Attack Detection. Neurocomputing, 409: 191-207, 2020.[J19] Lei Li, Zhaoqiang Xia*, Xiaoyue Jiang, Yupeng Ma, Fabio Roli, Xiaoyi Feng. 3D Face Mask Presentation Attack Detection based on Intrinsic Image Analysis. IET Biometrics, 9(3): 100-108, 2020.[J18] Zhaoqiang Xia, Xiaopeng Hong, Xingyu Gao, Xiaoyi Feng, Guoying Zhao. Spatiotemporal Recurrent Convolutional Networks for Recognizing Spontaneous Micro-expressions. IEEE Transactions on Multimedia, 22(3): 626-640, 2020. (Code)[P4] 何贵青，董丹丹，夏召强等. 基于联合稀疏与非负稀疏的红外与可见光图像融合方法，2019.10. (专利授权号：CN108122219B)[P3] 何贵青，董丹丹，夏召强等. 小波变换与联合稀疏表示的红外与可见光图像融合方法，2019.09. (专利授权号：CN107341786B)[B1] Zhaoqiang Xia. An Overview of Deep Learning. Deep Learning in Object Detection and Recognition. Springer, pp:1-18, 2019.[J17] Dong Huang, Zhaoqiang Xia, Lei Li, Kunwei Wang, Xiaoyi Feng. Pain-awareness Multistream Convolutional Neural Network for Pain Estimation. Journal of Electronic Imaging, 28(04): 043008, 2019.[J16] Xihan Wang, Xiaoyi Feng, Zhaoqiang Xia*. Scene Video Text tTracking based on Hybrid Deep Text Detection and Layout Constraint. Neurocomputing, 363: 223-235, 2019.[J15] Jun Wu, Zhaoqiang Xia*, Huiqing Zhang, Huifang Li. Blind Quality Assessment for Screen Content Images by Combining Local and Global Features. Digital Signal Processing, 91: 31-40, 2019.[J14] Lei Li, Zhaoqiang Xia*, Abdenour Hadid, Xiaoyue Jiang, Haixi Zhang, Xiaoyi Feng. Replayed Video Attack Detection Based on Motion Blur Analysis. IEEE Transactions on Information Forensics and Security, 14(9): 2246-2261, 2019.[J13] Zhaoqiang Xia*, Jie Lin, Xiaoyi Feng. Trademark Image Retrieval via Transformation-invariant Deep Hashing. Journal of Visual Communication and Image Representation, 59: 108-116, 2019. (Data)[C11] Zhaoqiang Xia*, Huan Liang, Xiaopeng Hong, Xiaoyi Feng. Cross-database Micro-Expression Recognition with Deep Convolutional Networks. International Conference on Biometric Engineering and Applications (ICBEA). ACM, pp:56-60, 2019.[P2] 夏召强，吴军，黄东等. 基于协方差矩阵特征的半参考3D合成图像质量评价方法，2018.04. (专利授权号：CN108682005B)[J12] Guiqing He, Siyuan Xing, Zhaoqiang Xia, Qingqing Huang, Jianping Fan. Panchromatic and Multi-spectral Image Fusion for New Satellites based on Multi-channel Deep Model. Machine Vision and Applications, 29(6): 933-946, 2018.[J11] Xihan Wang, Zhaoqiang Xia, Jinye Peng, Xiaoyi Feng. Multiorientation Scene Text Detection via Coarse-to-fine Supervision-based Convolutional Networks. Journal of Electronic Imaging, 27(03): 033032, 2018.[J10] Jun Wu, Zhaoqiang Xia*, Huifang Li, Kezheng Sun, Ke Gu, Hong Lu. No-reference Image Quality Assessment with Center-surround based Natural Scene Statistics. Multimedia Tools and Applications, 77:20731–20751, 2018.[J9] Jun Wu, Huifang Li, Zhaoqiang Xia*, Zhifang Xia. Screen Content Image Quality Assessment Based on the Most Preferred Structure Feature. Journal of Electronic Imaging, 27(3):1, 2018.[J8] Zhaoqiang Xia*, Xianlin Peng, Xiaoyi Feng, Abdenour Hadid. Scarce Face Recognition via Two-Layer Collaborative Representation. IET Biometrics, 7(1):56-62, Jan 2018.[C10] Tian Lan, Xiaoyi Feng, Lei Li, Zhaoqiang Xia*. Similar Trademark Image Retrieval Based on Convolutional Neural Network and Constraint Theory. International Conference on Image Processing Theory Tools and Applications (IPTA). IEEE, pp: 1-6, 2018.[C9] Zhaoqiang Xia*, Xiaoyi Feng, Xiaopeng Hong, Guoying Zhao. Spontaneous Facial Micro-expression Recognition via Deep Convolutional Network. International Conference on Image Processing Theory Tools and Applications (IPTA). IEEE, pp:1-6, 2008.[J7] Zhaoqiang Xia*, Xiaoyi Feng, Jie Lin, Abdenour Hadid. Deep Convolutional Hashing Using Pairwise Multi-Label Supervision for Large-Scale Visual Search. Signal Processing: Image Communication, 59:109-116, 2017.[C8] Lei Li, Zhaoqiang Xia*, Xiaoyue Jiang, Xiaoyi Feng, Fabio Roli. Face Anti-Spoofing via Hybrid Convolutional Neural Network. International Conference on the Frontiers and Advances in Data Science (FADS). IEEE, pp.120-124, 2017.[J6] Minghui Zhang, Huifang Li, Zhaoqiang Xia*, Xiao Feng, and Jinye Peng. Semiquantum Secure Direct Communication Using EPR Pairs. Quantum Information Processing, 16(5):117, 2017.[P1] 彭先霖，夏召强，冯晓毅等. 基于多尺度LBP和稀疏编码的大规模人脸表情识别方法，2017.04. (专利授权号：CN103971095B)  [C7] Zhaoqiang Xia*, Xiaoyi Feng, Jinye Peng, and Abdenour Hadid. Unsupervised Deep Hashing for Large-Scale Visual Search. International Conference on Image Processing Theory Tools and Applications (IPTA). IEEE, pp:1-5, Dec 2016.[C6] Zhaoqiang Xia*, Wenhao Zhang, Fang Tan, Xiaoyi Feng, Abdenour Hadid. An Accurate Eye Localization Approach for Smart Embedded System. International Conference on Image Processing Theory Tools and Applications (IPTA). IEEE, pp:1-5, Dec 2016.[J5] Zhaoqiang Xia*, Xiaoyi Feng, Jinye Peng, Xianlin Peng, and Guoying Zhao. Spontaneous Micro-Expression Spotting via Geometric Deformation Modeling. Computer Vision & Image Understanding, 147(C):87-94, Jul 2016.[C5] Xianlin Peng, Zhaoqiang Xia, Lei Li, and Xiaoyi Feng. Towards Facial Expression Recognition in the Wild: A New Database and Deep Recognition System. IEEE Conference on Computer Vision and Pattern Recognition (CVPR) Workshops. IEEE, pp:1544-1550, 2016. (Data)[C4] Minghui Zhang, Huifang Li, Zhaoqiang Xia*. Enhanced Quantum Multi-Signature Protocol Based On Controlled Teleportation. International Conference on Advanced Communication Technology (ICACT). IEEE, pp.732-736, 2016.[J4] Zhaoqiang Xia*, Xiaoyi Feng, Jinye Peng,Jianping Fan. Tag Cleansing via Bi-layer Clustering and Peer Corporation. Journal of Signal Processing Systems, 81:29-44, Oct 2015.[J3] Zhaoqiang Xia*, Yi Shen, Xiaoyi Feng, Jinye Peng, and Jianping Fan. Automatic Tag-to-region Assignment via Multiple Instance Learning. Multimedia Tools and Applications, 74(3):979-1002, Feb 2015.[J2] Zhaoqiang Xia*, Xiaoyi Feng, Jinye Peng, Jun Wu, Jianping Fan. A Regularized Optimization Framework for Tag Completion and Image Retrieval. Neurocomputing, 147: 500-508, Jan 2015.[J1] Zhaoqiang Xia*, Jinye Peng, Xiaoyi Feng, and Jianping Fan. Automatic Abstract Tag Detection for Social Image Tag Refinement and Enrichment. Journal of Signal Processing Systems, 74(1): 5-18, Jan 2014.[C3] Zhaoqiang Xia*, Jinye Peng, Xiaoyi Feng, and Jianping Fan. Multiple Instance Learning for Automatic Image Annotation. In Advances of Multimedia Modeling (MMM). Springer, pp. 194-205, 2013.[C2] Zhaoqiang Xia*, Jinye Peng, Xiaoyi Feng, and Jianping Fan. Social Tag Enrichment via Automatic Abstract Tag Refinement. In Advances in Multimedia Information Processing (PCM). Springer, pp.198-209, 2012.[C1] Zhaoqiang Xia*, Xiaoyi Feng, Jinye Peng, and Hongmei Xie. Regions of Interest Detection with Edge and Depth Information. IEEE Conference on Industrial Electronics and Applications (ICIEA). IEEE, pp. 3029-3031, 2009.- 更多著作：    Google Scholar, ResearchGate.