General

Lei Wang, 
Email: lei.wang1@siat.ac.cn


Research Areas

Deep Learning

Machine Learning

Computer Vision

Education

PhD, 2010.12, Xidian University

Post Doc., 2014.3~2015.3, Incheon National University

Experience

   
Work Experience

2011~2012, Huawei

2012~2016, University of Jinan

2016~Now, Shenzhen Institutes of Advanced Technology (SIAT) of the Chinese Academy of Sciences (CAS)

Publications

Journal Paper:

  1. Lei Wang, X. Liu, X. Ma, J. Wu, J. Cheng and M. Zhou, “A Progressive Quadric Graph Convolutional Network for 3D Human Mesh Recovery,” IEEE Transactions on Circuits and Systems for Video Technology, 2022, doi: 10.1109/TCSVT.2022.3199201. (SCI, JCR一区)

  2. Yuxin Hou#, Lei Wang#, Ran Sun, Yuanao Zhang, Mengxi Gu, Yuanhao Zhu, Yubo Tong, Xunyu Liu, Zhixun Wang, Juan Xia, Yougen Hu, Lei Wei, Chunlei Yang*, and Ming Chen*, “Crack-Across-Pore Enabled High-Performance Flexible Pressure Sensors for Deep Neural Network Enhanced Sensing and Human Action Recognition”, ACS Nano, 16, 5, 8358–8369, April 29, 2022. (SCI，IF：18.0，JCR一区，共同一作)

  3. Jia, M., Yi, C., Han, Y., Wang, L., Li, X., Xu, G., He, K., Li, N., Hou, Y., Wang, Z., Zhu, Y., Zhang, Y., Hu, M., Sun, R., Tong, P., Yang, J., Hu, Y., Wang, Z., Li, W., Li, W., Wei, L., Yang, C., Chen, M., Hierarchical Network Enabled Flexible Textile Pressure Sensor with Ultrabroad Response Range and High-Temperature Resistance. Adv. Sci. 2022, 9, 2105738. (SCI，IF：17.5，JCR一区，共同一作)

  4. Jun Cheng, Lei Wang*, Jiaji Wu, Xiping Hu, Gwanggil Jeon, Dacheng Tao, and Mengchu Zhou, “Visual Relationship Detection: A Survey”, IEEE Transactions on Cybernetics, vol. 52, no. 8, pp. 8453-8466, Aug. 2022.  (SCI，IF: 19.1, JCR一区，Corresponding Author)

  5. Lei Wang, Jiaji Wu, Xunyu Liu, Xiaoliang Ma, Jun Cheng, “Semantic Segmentation of Large-Scale Point Clouds based on Dilated Nearest-Neighbors Encoding”, Complex & Intelligent Systems, https://doi.org/10.1007/s40747-021-00618-0, 2021. (SCI, JCR一区)

  6. Lei Wang, Peizhen Lin, Jun Cheng, Feng Liu, Xiaoliang Ma, Jianqin Yin, “Visual Relationship Detection with Recurrent Attention and Negative Sampling”, Neurocomputing, Vol. 434, pp. 55-66, April, 2021. (SCI, JCR一区)

  7. Lei Wang, Xiaoyuan Fan, Jiahao Chen, Jun Cheng*, Jun Tan, Xiaoliang Ma, “3D Object Detection based on Sparse Convolution Neural Network and Feature Fusion for Autonomous Driving in Smart Cities”, Sustainable Cities and Society, vol.54, pp. 102002-1-10, March 2020. (SCI, JCR一区)

  8. Yongqing Qian, Lei Wang*, “Spatially adaptive sparse representation prior for blind image restoration”, Optik - International Journal for Light and Electron Optics, pp. 163893, 2019. (SCI，Corresponding Author)

  9. Peng Xiang, Lei Wang*, Fuxiang Wu, Jun Cheng, and Mengchu Zhou, "Single-Image De-Raining With Feature-Supervised Generative Adversarial Network," IEEE Signal Processing Letters, vol. 26, no. 5, pp. 650-654, May 2019. (SCI，Corresponding Author) 

  10. Yangyang Xu, Jun Cheng, Lei Wang*, Haiying Xia, Feng Liu, and Dapeng Tao, “Ensemble One-Dimensional Convolution Neural Networks for Skeleton-based Action Recognition,” IEEE Signal Processing Letters, vol. 25, no. 7, pp. 1044-1048, July 2018. (SCI，Corresponding Author)

  11. Lei Wang, Yangyang Xu, Jun Cheng, Haiying Xia, Jianqin Yin, and Jiaji Wu, "Human Action Recognition by Learning Spatio-Temporal Features With Deep Neural Networks," IEEE Access, vol. 6, pp. 17913-17922, March 2018. (SCI) 

  12. Lei Wang, Jing Bai, Jiaji Wu, and Gwanggil Jeon, "Hyperspectral Image Compression based on Lapped Transform and Tucker Decomposition", Signal Processing-Image Communication, vol.36, pp. 63-69, Aug. 2015. (SCI)

  13. Lei Wang, and Gwanggil Jeon, "Bayer Pattern CFA Demosaicking based on Multi-Directional Weighted Interpolation and Guided Filter, " IEEE Signal Processing Letters, vol. 22, no. 11, pp. 2083-2087, Nov. 2015. (SCI)

  14. Lei Wang, Tao Sun, and Gwanggil Jeon; "Quadtree-based reversible integer time-domain lapped transform for progressive lossy-to-lossless images compression," Optical Engineering, vol. 53, no. 7, 073103, July 2014. (SCI)

  15. Licheng Jiao, Lei Wang, Jiaji Wu, Jing Bai, Shuang Wang, and Biao Hou, "Shape-Adaptive Reversible Integer Lapped Transform for Lossy-to-lossless ROI Coding of Remote Sensing Images," IEEE Geoscience and Remote Sensing Letters, vol.8, no.2, pp. 326-330, Mar. 2011. (SCI).  

  16. Lei Wang, Licheng Jiao, Jing Bai, Jiaji Wu, "Hyperspectral Image Compression Based on 3D Reversible Integer Lapped Transform," IET Electronics Letters, vol.46, no.24, pp.1601-1602, Nov. 2010. (SCI). 

  17. Lei Wang, Licheng Jiao, Jiaji Wu, Guangming Shi, and Yanjun Gong, "Lossy-to-lossless Image Compression Based on Multiplierless Reversible Integer Time Domain Lapped Transform," Signal Processing-Image Communication, vol.25, pp.622-632, Sep. 2010. (SCI).

  18. Lei Wang, Jiaji Wu, Licheng Jiao, and Shuang Zhang, "Three Dimensional Medical Image Compression based on Low-complexity RKLT," IET Electronics Letters, vol.46, no.6, pp.395-397, Mar 2010. (SCI)

  19. Lei Wang, Jiaji Wu, Licheng Jiao, and Guangming Shi, "Lossy-to-lossless Hyperspectral Image Compression Based on Multiplierless Reversible Integer TDLT/KLT," IEEE Geoscience and Remote Sensing Letters, vol.6, no.3, pp.587-591, July 2009. (SCI)


Conference Paper:

  1. Xiaoyuan Fan, Lei Wang, Shan Jiang, Senwei Ma, Jun Cheng, “Dilated Nearest-Neighbor Encoding for 3D Semantic Segmentation of Point Clouds”, 2021 IEEE International Conference on Real-time Computing and Robotics (RCAR), 2021, pp. 839-844, doi: 10.1109/RCAR52367.2021.9517340. (Corresponding Author)

  2. Peizhen Lin, Baoyu Liu, Lei Wang, Zetong Lei, and Jun Cheng, “Face Translation based on Semantic Style Transfer and Rendering from One Single Image”, 10th International Conference on Software and Computer Applications (ICSCA), pp. 166-172, 2021. (Corresponding Author)

  3. Peizhen Lin, Hongliang Zhong, Lei Wang, and Jun Cheng, “3D Mesh Reconstruction of Indoor Scenes from a Single Image In-the-Wild”, 13th International Conference on Graphics and Image Processing (ICGIP), Kunming, China, August 18-20, 2021. (Corresponding Author)

  4. Xiaoliang Ma, Baoyu Liu, Xunyu Liu, Lei Wang, Zhenghua Huang, Jun Cheng, “Divide-and-Conquer for Holistic and Expressive 3D Human Body Reconstruction from a Single RGB Image”, 13th International Conference on Graphics and Image Processing (ICGIP), Kunming, China, August 18-20, 2021. (Corresponding Author)

  5. Lei Wang, Jiaji Wu, Licheng Jiao, Li Zhang, and Guangming Shi, "Lossy-to-lossless Image Compression based on Reversible Integer DCT," IEEE International Conference on Image Processing (ICIP), pp.1037–1040, Oct. 2008. (EI: 20093812309705)

  6. Lei Wang, Jiaji Wu, Licheng Jiao et al, "3D Medical Image Compression Based on Multiplierless Low-complexity RKLT and Shape-adaptive Wavelet Transform," IEEE ICIP, pp.2521-2524, Nov. 2009.

  7. P. Xiang, L. Wang, J. Cheng, B. Zhang and J. Wu, "A deep network architecture for image inpainting," 2017 3rd IEEE International Conference on Computer and Communications (ICCC), Chengdu, Dec. 2017, pp. 1851-1856.

  8. Yangyang Xu, Lei Wang, Jun Cheng, Haiying Xia, Jianqin Yin, "DTA: Double LSTM with temporal-wise attention network for action recognition," 2017 3rd IEEE International Conference on Computer and Communications (ICCC), Chengdu, 2017, pp. 1676-1680.

  9. Senwei Ma, Xiaoyuan Fan, Lei Wang, Jun Cheng, Chengjun Xu. “Neural Network Based Electronics Segmentation.” The 12th International Conference on Intelligent Robotics and Applications (ICIRA), Aug. 2019, vol. 11744, pp. 528-540.

  10. Fusheng Hao, Fengxiang He, Jun Cheng, Lei Wang, Jianzhong Cao, and Dacheng Tao, “Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning”, International Conference on Computer Vision (ICCV), pp. 8460-8469, Nov. 2019.

  11.  Jun Cheng, Fuxiang Wu, Y. Tian, Lei Wang and Dapeng Tao, "RiFeGAN: Rich Feature Generation for Text-to-Image Synthesis from Prior Knowledge," 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, USA, 2020, pp. 10908-10917.



Co-author:

  1. Xiaoliang Ma, Zhitao Huang, Xiaodong Li, Lei Wang, Yutao Qi, Zexuan Zhu, “Multi-objectivization of single-objective optimization in evolutionary computation: A survey”, IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2021.3120788., 2021.
  2. Zhenghua Huang, Lei Wang, Qing An, Qin Zhou, Hanyu Hong, “Learning a Contrast Enhancer for Intensity Correction of Remotely Sensed Images”, IEEE Signal Processing Letters,  vol. 29, pp. 394-398, 2022, doi: 10.1109/LSP.2021.3138351.
  3. Jun Cheng, Fuxiang Wu, Yanling Tian, Lei Wang, Dapeng Tao, “RiFeGAN2: Rich Feature Generation for Text-to-Image Synthesis from Constrained Prior Knowledge”, IEEE transactions on circuits and systems for video technology, doi: 10.1109/TCSVT.2021.3136857, 2021.
  4. Xiaoliang Ma, Zhitao Huang, Xiaodong Li, Lei Wang, Yutao Qi, Zexuan Zhu, “Merged Differential Grouping for Large-scale Global Optimization”, IEEE Transactions on Evolutionary Computation, doi: 10.1109/TEVC.2022.3144684. 2021.
  5. Xiaoliang Ma; Jian Yin; Anmin Zhu; Xiaodong Li; Yanan Yu; Lei Wang; Yutao Qi; Zexuan Zhu, "Enhanced Multifactorial Evolutionary Algorithm With Meme Helper-Tasks," in IEEE Transactions on Cybernetics, doi: 10.1109/TCYB.2021.3050516.
  6. Feng Liu; Caixiong Shen; Haozhe Liu; Guojie Liu; Yahui Liu; Zhenhua Guo, and Lei Wang, "A Flexible Touch-Based Fingerprint Acquisition Device and a Benchmark Database Using Optical Coherence Tomography," IEEE Transactions on Instrumentation and Measurement, vol. 69, no. 9, pp. 6518-6529, Sept. 2020.
  7. Fuxiang Wu, Jun Cheng, Xinchao Wang, Lei Wang, Dapeng Tao, “Image Hallucination from Attribute”, IEEE Transactions on Cybernetics, vol. 52, no. 1, pp. 568-581, Jan. 2022, doi: 10.1109/TCYB.2020.2979258
  8. Xueting Wang, Jun Cheng, Lei Wang. “Deep-Reinforcement Learning-Based Co-Evolution in a Predator-Prey System,” Entropy, vol. 21. pp. 773: 1-12, 2019.
  9. Xueting Wang, Jun Cheng, Lei Wang. “A reinforcement learning-based predator-prey model”, Ecological Complexity, vol. 42, 100815, 2020.
  10. Peng Wang, Jun Cheng, Fusheng Hao, Lei Wang, Wei Feng. “Embedded Adaptive Cross Modulation neural network for few-shot learning”, Neural Computing and Applications, vol. 32, pp. 5505-5515, 2019. 
  11. Jiqiang Luo, Jiaji Wu, Shihui Zhao, Lei Wang, and Tingfa Xu, “Lossless compression for hyperspectral image using deep recurrent neural networks", International Journal of Machine Learning and Cybernetics, vol. 10, no. 10, pp. 2619-2629, Oct. 2019.
  12. Fusheng Hao, Jun Cheng, Lei Wang and Jianzhong Cao, "Instance-Level Embedding Adaptation for Few-shot Learning," IEEE Access. vol. 7, pp. 100501-100511, 2019.
  13. Yanchun Wu, Jianqin Yin, Lei Wang, Huaping Liu, Qi Dang, Zhiming Li, and Yilong Yin, "Temporal Action Detection Based on Action Temporal Semantic Continuity," IEEE Access, vol. 6, pp. 31677-31684, 2018. 
  14. Gwanggil Jeon, Marco Anisetti, Lei Wang, Ernesto Damiani, “Locally estimated heterogeneity property and its fuzzy filter application for scanning format conversion,” Information Sciences, vol. 354, pp. 112-130, Aug. 2016. 
  15. Zhang Liang, Dong Jiwen, Wang Lei. "A Face Recognition Algorithm Based on Invariant Features of Trace Transform." Journal of Computational Information Systems, vol.10, no.3, pp. 911-920, 2014.
  16. Yang Wang, Li Zhou, Tao Sun, Yanhu Chen, Lei Wang, "A Tile-Based EGPU with a Fused Universal Processing Engine and Graphics Coprocessor Cluster," Journal of Sensors，2016.01.01，2016
  17. Xumeng Fan, Zexuan Zhu, Yutao Qi, Lei Wang, Xiaoliang Ma, “An Adaptive multi-objective multifacorial evolutionary algorithm based on mixtrure Gaussian distribution”, 2021 IEEE Congress on Evolutionary Computation (CEC), 2021, pp. 1696-1703, doi: 10.1109/CEC45853.2021.9504928.
  18. Jun Cheng, Fuxiang Wu, Y. Tian, Lei Wang and Dapeng Tao, "RiFeGAN: Rich Feature Generation for Text-to-Image Synthesis From Prior Knowledge," 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), Seattle, WA, USA, 2020, pp. 10908-10917
  19. Shijie Sun, Qingsong Zhao, Ziliang Ren, Lei Wang, Jun Cheng*, “Phase-Sensitive Model for Temporal Action Proposal Generation”, IEEE 21th International Conference on e-Health Networking, Applications and Services (Healthcom), 2020
  20. Fusheng Hao, Fengxiang He, Jun Cheng, Lei Wang, Jianzhong Cao, and Dacheng Tao, “Collect and Select: Semantic Alignment Metric Learning for Few-Shot Learning”, International Conference on Computer Vision (ICCV), pp. 8460-8469, Nov. 2019.
  21. Qingsong Zhao, Shijie Sun, Xiaopeng Ji, Lei Wang, Jun Cheng, “View Invariant Human Action Recognition Using 3D Geometric Features”, International Conference on Intelligent Robotics and Applications (ICIRA), pp. 564-575, 2019. 
  22. P. Xiang, L. Wang, J. Cheng, B. Zhang and J. Wu, "A deep network architecture for image inpainting," 2017 3rd IEEE International Conference on Computer and Communications (ICCC), Chengdu, Dec. 2017, pp. 1851-1856
  23. Peilong Zhao, Jiwen Dong, Lei Wang, "Image compression algorithm based on automatic extracted ROI," 11th International Conference on Fuzzy Systems and Knowledge Discovery (FSKD), Xiamen, 2014.8.19-2014.8.21.
  24. Tianmei Guo, Jiwen Dong, Lei Wang, "Classification of Handwriting Number Based on PCANet Network with Data Augmentation," ICACEA, March 26, 2016

Research Interests

  • 3D Object Detection
  • Generative Adversarial Network
  • Action Recognition
  • Visual Semantic Understanding

Students

已指导学生

范筱媛  硕士研究生  085211-计算机技术  

孙士杰  硕士研究生  085211-计算机技术  

林佩珍  硕士研究生  085210-控制工程  

赵青松  硕士研究生  085211-计算机技术  

闫浩  硕士研究生  085211-计算机技术  

现指导学生

陈恭斌  硕士研究生  085404-计算机技术  

李雪松  硕士研究生  085404-计算机技术  

李杰  硕士研究生  085404-计算机技术  

吴迪  硕士研究生  085404-计算机技术  

吴迪  硕士研究生  085400-电子信息