Tao Dai


Tao Dai 戴涛
Assistant Professor
Department of Computer Science
Shenzhen University, Shenzhen, China


Email: daitao.edu@gmail.com, daitao@szu.edu.cn

[CV] [Google Scholar] [Researchgate][DBLP] [LinkedIn] [Github]



Biography




Biography

Warm Greetings! I'm currently a Assistant Professor at the Department of Computer Science and Software Engineering of the Shenzhen University. I'm working on ITML projects under the guidance of Prof. Shu-Tao Xia. I completed my bachelor's degree with honor in Electronic Engineering (2010-2014) from Xidian University. My main research interests include machine learning, compressed sensing, image processing and computer vision, including image restoration and image quality assessmenet.

I am a visiting student (Oct. 2017 ~ Apr. 2018) in Department of Computing, The Hong Kong Polytechnic University, Hong Kong, under the supervision of Prof. Lei Zhang.

News


Education

Research Experiences


Publications  Google Scholar

-Journal Articles (#: Corresponding author)

  1. Adversarial Examples Generation for Deep Product Quantization Networks on Image Retrieval [PDF] [Code] (CCF:A, 人工智能TOP期刊)
    Bin Chen; Yan Feng; Tao Dai(#); Jiawang Bai; Yong Jiang; Shu-Tao Xia(#); Xuan Wang

  2. Deep image prior based defense against adversarial examples [PDF] [Code] (CCF:B, 模式识别旗舰期刊)
    Tao Dai Yan Feng, Bin Chen(#), Jian Lu, Shu-Tao Xia

  3. Referenceless quality metric of multiply-distorted images based on structural degradation kernel [PDF] [Code] (CCF:C)
    Tao Dai,Ke Gu,Li Niu,Yongbing Zhang,Weizhi Lu,Shu-Tao Xia

  4. Referenceless quality metric of multiply-distorted images based on structural degradation kernel [PDF] [Code] (CCF:C)
    Tao Dai,Ke Gu,Li Niu,Yongbing Zhang,Weizhi Lu,Shu-Tao Xia

  5. Entropy-based bilateral filtering with a new range kernel [PDF] [Code](CCF:C, 信号处理重要期刊)
    Tao Dai (#),Weizhi Lu, Wei Wang, Jilei Wang, Shu-Tao Xia
    Signal Processing (SP), vol. PP, no. 137, pp. 223-234, 2017.

  6. A generic denoising framework via guided principal component analysis [PDF] [Code](CCF:C)
    Tao Dai,Zhiya Xu, Haoyi Liang, Ke Gu, Qingtao Tang, Yisen Wang, Weizhi Lu, Shu-Tao Xia
    Journal of Visual Communication and Image Representation (JVCIR), Mar. 2017.

  7. Correlation-based structural dropout for convolutional neural networks [PDF] [Code] (CCF:B,模式识别旗舰期刊)
    Yuyuan Zeng, Tao Dai(#), Bin Chen, Shu-Tao Xia, Jian Lu

  8. Binary matrices for compressed sensing [PDF] [Code](CCF:B, 信号处理TOP期刊)
    Weizhi Lu,Tao Dai(#),Shu-Tao Xia
    IEEE Transactions on Signal Processing(TSP), Sept. 2017.

-Conference Papers (#: Corresponding author)

  1. Mix-order Attention Networks for Image Restoration [PDF] [PDF] [Code](CCF:A, 多媒体顶级会议)
    Tao Dai, Yalei Lv, Bin Chen(#), Zhi Wang, Zexuan Zhu(#), Shu-Tao Xia
    ACM International Conference on Multimedia (MM-21), Oct. 2021. (Oral)

  2. Second-order attention network for single image super-resolution [PDF] [Code] (CCF:A, 计算机视觉顶级会议)
    Tao Dai, Jianrui Cai, Yongbin Zhang, Shutao Xia, Lei Zhang
    IEEE conference on computer vision and pattern recognition (CVPR-19), US, Jun. 2019. (Oral)

  3. DIPDefend: Deep Image Prior Driven Defense against Adversarial Examples [PDF] [Code](CCF:A, 多媒体顶级会议)
    Tao Dai, Yan Feng, Dongxian Wu, Bin Chen, Jian Lu, Yong Jiang, Shutao Xia
    ACM International Conference on Multimedia (MM-20), Westminster, USA, Oct. 2020. (Oral)

  4. Knowledge Refinery: Learning from Decoupled Label [PDF] [Code](CCF:A, 人工智能顶级会议)
    Qianggang Ding, Sifan Wu, Tao Dai(#), Hao Sun, Jiadong Guo, Zhanghua Fu, Shutao Xia
    2021 AAAI Conference on Artificial Intelligence (AAAI-21), Feb. 2021. (Oral)

  5. Adversarial Attack on Deep Product Quantization Network for Image Retrieval [PDF] [Code](CCF:A, 人工智能顶级会议)
    Yan Feng, Bin Chen, Tao Dai(#), Shutao Xia
    2020 AAAI Conference on Artificial Intelligence (AAAI-20), New York, USA, Feb. 2020. (Oral)

  6. Robust Survey Aggregation with Student-t Distribution and Sparse Representation [PDF] [Code](CCF:A, 人工智能顶级会议)
    Qingtao Tang, Tao Dai(co-first), Li Niu, Yisen Wang, Shu-Tao Xia, Jianfei Cai
    2017 International Joint Conferences on Artificial Intelligence (IJCAI-2017), Melbourne, Sept. 2017. (Oral)

  7. Hilbert-based generative defense for adversarial examples [PDF] [Code](CCF:A, 计算机视觉顶级会议)
    Yang Bai, Yan Feng, Yisen Wang, Tao Dai, Shutao Xia, Yong Jiang
    IEEE International Conference on Computer Vision (ICCV-19), Seoul, South Kerean, Oct. 2019. (Oral)

  8. Student-t Process Regression with Student-t Likelihood [PDF] [Code](CCF:A, 人工智能顶级会议)
    Qingtao Tang, Li Niu, Yisen Wang, Tao Dai, Jianfei Cai,Shu-Tao Xia
    2017 International Joint Conferences on Artificial Intelligence (IJCAI-2017), Melbourne, Sept. 2017. (Oral)

  9. Automatic Grassland Degradation Estimation Using Deep Learning [PDF] [Code](CCF:A, 人工智能顶级会议)
    Xiyu Yan, Yong Jiang, Shuai Chen, Zihao He, Chunmei Li, Shutao Xia, Tao Dai, Shuo Dong, Feng Zheng
    International Joint Conference on Artificial Intelligence (IJCAI-19), Macao, China, Aug. 2019. (Oral)

  10. Corrdrop: Correlation Based Dropout for Convolutional Neural Networks [PDF] [Code] (CCF:B, 信号处理旗舰会议)
    Yuyuan Zeng, Tao Dai(#), Shutao Xia
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP-20), May. 2020. (Oral)

  11. Sure-based dual domain image denoising [PDF] [Code](CCF:B, 信号处理旗舰会议)
    Zhiya Xu, Tao Dai(co-first), Li Niu, Jiawei Li, Qingtao Tang, Shutao Xia
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP-18), Canada, Apr. 2018. (Oral)

  12. Residual Frame for Noisy Video Classification According to Perceptual Quality in Convolutional Neural Networks [PDF] [Code](CCF:B, 多媒体旗舰会议)
    Huaixuan Zhang, Yuhai Lan, Tao Dai(CA), Ruizhi Qiao, Ying Xu, Yao Yao, Shutao Xia
    IEEE International Conference on Multimedia and Exp (ICME-19), Shanghai, China, Jul. 2019. (Oral)

  13. Sure-based dual domain image denoising [PDF] [Code](CCF:B, 信号处理旗舰会议)
    Zhiya Xu, Tao Dai(co-first), Li Niu, Jiawei Li, Qingtao Tang, Shutao Xia
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP-18), Canada, Apr. 2018. (Oral)

  14. Attentiondrop for Convolutional Neural Networks [PDF] [Code](CCF:B, 多媒体旗舰会议)
    Zhihao Ouyang, Yan Feng, Zihao He, Tianbo Hao, Tao Dai(CA), Shutao Xia
    IEEE International Conference on Multimedia and Expo (ICME-19), Shanghai, China, Jul. 2019. (Oral)

  15. Compressed Sensing Performance of Binary Matrices with Binary Column Correlations [PDF][Code](CCF:B, 多媒体旗舰会议)
    Weizhi Lu, Tao Dai, Shu-Tao Xia
    Data Compression Conference (DCC-2017), America, Jun. 2017. (Oral)

  16. Deterministic constructions of binary measurement matrices with various sizes [PDF][Code](CCF:B, 信号处理旗舰会议)

    Xin-Ji Liu, Shu-Tao Xia, Tao Dai
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP-15), Australia, Apr. 2015.

  17. Color Image Noise Covariance Estimation with Cross-Channel Image Noise Modeling [PDF] [Code](CCF:B, 多媒体理旗舰会议)

    Li Dong, Jiantao Zhou, Tao Dai
    IEEE International Conference on Multimedia and Expo (ICME-18), CanaBusan, Korea, Jun. 2018. (Oral)

  18. Self-paced mixture of T distribution model [PDF][Code](CCF:B, 信号处理旗舰会议)

    Yang Zhang, Qingtao Tang, Li Niu, Tao Dai, Xi Xiao, Shu-Tao Xia
    IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP-18), Alberta, Canada, Apr. 2018.

  19. Blind Quality Assessment of Multiply-distorted Images Based on Structural Degradation [PDF] [Code](CCF:C, 图像处理旗舰会议)
    Tao Dai, Ke Gu, Zhiya Xu, Qingtao Tang, Haoyi Liang, Yong-bing Zhang, Shu-Tao Xia
    IEEE International Conference on Image Processing (ICIP-2017), Beijing, China, Sep. 2017. (Oral)

  20. Foveated Nonlocal Dual Denoising [PDF] [Code](CCF:C, 图像处理旗舰会议)
    Tao Dai, Ke Gu, Qingtao Tang, Kwok-Wai Hung, Yong-bing Zhang, Weizhi Lu, Shu-Tao Xia
    IEEE International Conference on Image Processing (ICIP-2017), Beijing, China, Sep. 2017. (Oral)

  21. PMPA: A patch-based multiscale products algorithm for image denoising [PDF] [Code](CCF:C, 图像处理旗舰会议)
    Tao Dai, Chao-Bing Song, Ji-Ping Zhang, Shu-Tao Xia
    IEEE International Conference on Image Processing (ICIP-2015), Canada, Sep. 2015. (Poster) ((Top 10% Paper Award))

  22. Progressive Splitting and Upscaling Structure for Super-Resolution [PDF] [Code](CCF:C, 模式识别旗舰会议)
    Qiang Li, Tao Dai(#), Shutao Xia
    International Conference on Pattern Recognition (ICPR-20), ITALY, Jan. 2021. (Oral)

  23. Sample-aware Data Augmentor for Scene Text Recognition [PDF] [Code](CCF:C, 模式识别旗舰会议)
    Guanghao Meng, Tao Dai(#), Shudeng Wu, Bin Chen, Jian Lu, Yong Jiang, Shutao Xia
    International Conference on Pattern Recognition (ICPR-20), ITALY, Jan. 2021. (Oral)

  24. Transferable Adversarial Attacks for Deep Scene Text Detection [PDF] [Code](CCF:C, 模式识别旗舰会议)
    Shudeng Wu, Tao Dai(#), Guanghao Meng, Bin Chen, Jian Lu, Shutao Xia
    International Conference on Pattern Recognition (ICPR-20), ITALY, Jan. 2021. (Oral)

  25. FAKD: Feature-affinity based knowledge distillation for efficient image super-resolution [PDF] [Code](CCF:C, 图像处理旗舰会议)
    Zibin He, Tao Dai(#), Jian Lu, Yong Jiang, Shutao Xia
    IEEE International Conference on Image Processing (ICIP-20), Oct. 2021. (Oral)

  26. Cyclic annealing trainging convolutional neural networks for image classification with noisy labels [PDF] [Code](CCF:C, 图像处理旗舰会议)
    Jiawei Li, Tao Dai, Qingtao Tang, Yeli Xing, Shutao Xia
    IEEE International Conference on Image Processing (ICIP-18), Athens, Greece, Oct. 2018. (Oral)

  27. Single-Frame Super-Resolution via Compressive Sampling on Hybrid Reconstructions [PDF][Code](CCF:C)
    Ji-Ping Zhang, Tao Dai, and Shu-Tao Xia
    International Conference on Neural Information Processing (ICONIP-2015), Istanbul, Turkey, Oct. 2015. (Oral)

  28. Image Super-Resolution via Residual Block Attention Network [PDF] [Code]
    Tao Dai, Hua Zha, Yong Jiang, Shutao Xia
    IEEE International Conference on Computer Vision Workshops (ICCVw-19), Seoul, South Kerean, Oct. 2019. (Oral)

  29. Image Super-Resolution via Residual Block Attention Network [PDF] [Code]
    Tao Dai, Hua Zha, Yong Jiang, Shutao Xia
    IEEE International Conference on Computer Vision Workshops (ICCVw-19), Seoul, South Kerean, Oct. 2019. (Oral)

  30. Content-aware bilateral filtering [PDF] [Code]
    Tao Dai, Yongbing Zhang, Li Dong, Lida Li, Xinji Liu, Shutao Xia
    IEEE International Conference on Multimedia Big Data (BigMM-18), Xi'an, China, Sep. 2018. (Oral)

  31. Hrnet: Hamiltonian Rescaling Network for Image Downscaling [PDF] [Code]
    [20] Yuzhao Chen, Xi Xiao, Tao Dai(CA),Shutao Xia
    IEEE International Conference on Image Processing (ICIP-20), Oct. 2020. (Oral)

  32. Enhanced Image Restoration Via Supervised Target Feature Transfer [PDF] [Code]
    Yuzhao Chen, Tao Dai(CA), Xi Xiao, Jian Lu, Shutao Xia
    IEEE International Conference on Image Processing (ICIP-20), The United Arab Emirates, Oct. 2020. (Oral)

  33. Self-attentive Pyramid Network for Single Image De-raining [PDF] [Code]
    Tao Dai, Hua Zha, Yong Jiang, Shutao Xia
    International Conference on Neural Information Processing (ICONIP-19), Sydney, Australia, Dec. 2019. (Oral)

  34. A new guided image denoising by principal component analysis with local pixel grouping [PDF] [Code]
    Xinji Liu, Tao Dai,
    IEEE International Conference on Multimedia Big Data (BigMM-18), Xi'an, China, Sep. 2018. (Oral)

  35. Making Large Ensemble of Convolutional Neural Networks via Bootstrap Re-sampling [PDF] [Code]
    Jiawei Li, Xingchun Xiang, Tao Dai, Shutao Xia
    2019 IEEE Visual Communications and Image Processing (VCIP-19), 2019. (Oral)

  36. SAM: Self-Attention based Deep Learning Method for Online Traffic Classification [PDF] [Code]
    GuoruiXie, Qing Li, Yong Jiang, Tao Dai, Gengbiao Shen, Rui Li, Richard Sinnott, Shutao Xia
    NetAI-2020. (Oral)


Professional Activities

-Reviewers
-Attend Conferences (Oral or Poster) and Invited Talks
-Memberships

Awards


Useful Links

Created on 2017/06/22. Last update : 2017/09/02

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