个人简历

工学博士，教授。2010年-2011年在美国普渡大学访问。近年来依托所在单位多谱信息处理技术国家级重点实验室和图像处理和信息控制教育部重点实验室，主持和承担国家自然科学基金面上项目、对地观测重大专项、科技部863项目等项目共30余项。在国内外学术期刊及会议上发表论文八十余篇（其中SCI/EI收录三十余篇），获得国家发明专利10项，实用新型专利1项，登记软件著作权2项。2017年获智能交通学会科学技术一等奖。
教育经历
2000.9 ~ 2004.12华中科技大学 博士学位 - 研究生(博士)毕业
1997.9 ~ 2000.6华中科技大学 硕士学位 - 研究生(硕士)毕业
1993.9 ~ 1997.6武汉汽车工业大学 学士学位 - 本科(学士)

研究领域

人体行为和表情识别
机器学习
目标检测和识别
遥感图像处理和分析"一直从事多谱图像处理和分析、目标检测识别和跟踪等方面的研究工作"

近期论文

[1] Shengzhou Xiong, Yihua Tan*, Guoyou Wang. Explore Visual Concept Formation for Image Classification. ICML 2021, PMLR 139:11470-11479.
[2] Pei Yan, Yihua Tan*, Yuan Tai, Dongrui Wu, Hanbin Luo, Xiaolong Hao. Unsupervised learning framework for interest point detection and description via properties optimization. Pattern Recognition, 2021, 112: 107808.
[3] Shengzhou Xiong, Yihua Tan, Yansheng Li*, Cai Wen and Pei Yan. Subtask Attention Based Object Detection in Remote Sensing Images. Remote Sensing, 2021,13:1925. https://doi.org/10.3390/rs13101925.
[4] Yansheng Li, Deyu Kong, Yongjun Zhang*, Yihua Tan*, Ling Chen. Robust deep alignment network with remote sensing knowledge graph for zero-shot and generalized zero-shot remote sensing image scene classification. ISPRS Journal of Photogrammetry and Remote Sensing,2021, 179 : 145–158.
[5] Yuan Tai, Yihua Tan*, Shengzhou Xiong, Jinwen Tian. Subspace reconstruction based correlation filter for object tracking. Computer Vision and Image Understanding, (Accepted)
[1] Yansheng Li , Wei Chen , Yongjun Zhang* , Chao Tao, Rui Xiao, and Yihua Tan*. Accurate cloud detection in high-resolution remote sensing imagery by weakly supervised deep learning. Remote Sensing of Environment,2020, 250: 112045.
[2] Laquan Li, Wei Lu, Yihua Tan* , and Shan Tan*. Variational PET/CT Tumor Co-Segmentation Integrated With PET Restoration. IEEE Transactions on Radiation and Plasma Medical Sciences, 2020, 4(1):37-49.
[3] Jian Huang, Junzhe Wang, Yihua Tan*, Dongrui Wu, Yu Cao. An Automatic Analog Instrument Reading System Using Computer Vision and Inspection Robot . IEEE Transactions on Instrumentation and Measurement, 2020, 69(9): 6322-6335.
[4] Dongrui Wu *, Ye Yuan, Jian Huang, Yihua Tan*. Optimize TSK Fuzzy Systems for Regression Problems: Minibatch Gradient Descent With Regularization, DropRule, and AdaBound (MBGD-RDA). IEEE Transactions on Fuzzy Systems, 2020,28(5):1003-1015.
[5] Yihua Tan*, Shengzhou Xiong , Pei Yan. Multi-branch Convolutional Neural Network for Built-up Area Extraction From Remote Sensing Image. Neurocomputing, 2020,396:358-374.
[1] Yihua Tan, Shengzhou Xiong, Zhi Li, Jinwen Tian, Yansheng Li*. Accurate Detection of Built-Up Areas from High-Resolution Remote Sensing Imagery Using a Fully Convolutional Networks. Photogrammetric Engineering and Remote Sensing, 2019,85(10):737-752.
[2] Yihua Tan, Zhi Li, Yuan Xiao, Na Liu . Infrared Small Target Detection Algorithm Based on Robust Tensor Decomposition Model within Bayesian Framework. 2019 IEEE International Geoscience and Remote Sensing Symposium, Yokohama Japan, 1160-1163.
[3] Yihua Tan, Hao Liang, Zengrong Guan, Airong Sun. Visual Saliency Based Ship Extraction Using Improved Bing. 2019 IEEE International Geoscience and Remote Sensing Symposium, Yokohama Japan, 1292-1295.
[4] Hao Liang, Yihua Tan. Visual Attention Guided Video Object Segmentation. 14th IEEE Conference on Industrial Electronics and Applications (ICIEA) , Xi’an China, 2019, 345-349.
[5] Yuan Xiao, Yihua Tan*. Group detection assisted by density map. 19th International Symposium on Multispectral Image Processing and Pattern Recognition (MIPPR2019), Wuhan, China, 2019,11432-162.
[6] Yihua Tan, Shengzhou Xiong*, Yansheng Li. Automatic Extraction of Built-Up Areas From Panchromatic and Multispectral Remote Sensing Images Using Double-Stream Deep Convolutional Neural Networks. IEEE Journal on Selected Topics in Applied Earth Observation and Remote Sensing, 2018,11(11)：3988-4004. (SCI)
[7] Yihua Tan*, Yuan Tai, Shengzhou Xiong. NCA-Net for Tracking Multiple Objects across Multiple Cameras. Sensors, 2018,18(10):3400. (SCI)
[8] Jin Lin, Yihua Tan*, Jinwen Tian. Coarse to fine aircraft detection from front-looking infrared images. Infrared Physics&Technology,2018,89(3):181-193. (SCI)
[9] Yihua Tan, Shengzhou Xiong,Yaming Li. Precise Extraction of Built-Up Area Using Deep Features. 2018 IEEE Geoscience and Remote Sensing Symposium,Valencia,Spain,pp 6867-6870.
[10] Yaming Li, Yihua Tan. Facial Expression Recognition Based on Semantic Patches. 2018 Chinese Automation Congress,Xi’an China.
[11] Pei Yan, Yihua Tan. Random Repeatable Network: Unsupervised Learning to Detect Interest Point. The 13th International Conference on Bio-inspired Computing: Theories and Applications (BIC-TA 2018), Beijing,China.pp405-414.
[12] Yihua Tan, Feifei Ren, Shengzhou Xiong. Automatic Extraction of Builtup Area Based on Deep Convolution Neural Network. 2017 IEEE Geoscience and Remote Sensing Symposium ,Hawaii,USA, pp 3333-3336.
[13] Yihua Tan*, Yansheng Li, Chen Chen, Jin-Gang Yu, Jinwen Tian. Cauchy Graph Embedding Based Diffusion Model for Salient Object Detection. Journal of the Optical Society of America A-Optics Image Science and Vision,2016, 33(5): 887-898.
[14] Yansheng Li, Yongjun Zhang, Jingang Yu, Yihua Tan, Jinwen Tian, Jiayi Ma. A novel spatio-temporal saliency approach for robust DIM moving target detection from airborne infrared image sequences. Information Sciences,2016,369(10):648-563.
[15] Yansheng Li, Chao Tao, Yihua Tan, Ke Shang, Jinwen Tian.Unsupervised Multilayer Feature Learning for Satellite Image Scene Classification, IEEE Geoscience and Remote Sensing Letters, 2016,13(2): 157-161.
[16] Yihua Tan, Qingyun Li, Yansheng Li, Jinwen Tian. Aircraft Detection in High-Resolution SAR Images Based on a Gradient Textural Saliency Map, Sensors, 2015,15(9):23071-23094.
[38] Yansheng Li, Yihua Tan*, Jin-Gang Yu, Shengxiang Qi, Jinwen Tian. Kernel regression in mixed feature spaces for spatio-temporal saliency detection, Computer Vision and Image Understanding, 2015, 135:126-140.
[17] Yansheng Li, Yihua Tan*, Yi Li, Shengxiang Qi, Jinwen Tian. Built-Up Area Detection From Satellite Images Using Multikernel Learning, Multifield Integrating, and Multihypothesis Voting. IEEE Geoscience and Remote Sensing Letters, 2015,12(6): 1190-1194.
[18] Yansheng Li, Yihua Tan*, Jianjin Deng, Qi Wen, Jinwen Tian. Cauchy Graph Embedding Optimization for Built-Up Areas Detection From High-Resolution Remote Sensing Images, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, 8(5), pp 2078-2096, 2015/5/15. (SCI)
[19] Jingang Yu, Ji Zhao, Jinwen Tian, Yihua Tan*. Maximal Entropy Random Walk for Region-Based Visual Saliency. IEEE Transactions on Cybernetics,2014, 44(9): 1661-1672.
[20] Chao Tao, Yihua Tan, Zheng-rong Zou, Hierarchical Method of Urban Building Extraction Inspired by Human Perception, Photogrammetric Engineering and Remote Sensing ,2013, 79 (12):1109-1119.
[21] Chao Tao, Yihua Tan, Huajie Cai, Jinwen Tian. Airport Detection from Large IKONOS Images Using Combination of SIFT Local Feature and Region Information. IEEE Geoscience and Remote Sensing Letter,2011,8(1):128-133.
[22] Xin Tian, Lin Wu, Yi-Hua Tan, Jin-Wen Tian. Efficient Multi-Input/Multi-Output VLSI Architecture for Two-Dimensional Lifting-Based Discrete Wavelet Transform, IEEE Transactions On Computers,2011, 60(8):1207-1211.