About me

Qing received his Ph.D. degree in computer application technology from the School of Computer Science and Technology, Tianjin University. He is currently a Wallenberg-NTU Presidential Postdoctoral Fellow with the Nanyang Technological University. His research interests are computer vision, AI security, adversarial attack & defence, video object tracking, and other related vision problems.

tsingqguo [at] ieee [dot] org

News

  • One paper is accepted to ACM-MM 2022.
  • One paper is accepted to Pattern Recognitioon (PR).
  • We are awarded the third rank in Trusted Media Challenge with 25K SGD cash prize.
  • One paper is accepted to International Journal of Computer Vision (IJCV).
  • Two papers are accepted to CVPR 2022.
  • Neuron Path Coverage (NPC) has been accepted to ACM Transactions on Software Engineering and Methodology (TOSEM).
  • Special Issue on "Machine Learning in Robust Object Detection and Tracking"
  • invites submissions.
  • FakeLocator has been accepted to IEEE TIFS.
  • Pasadena: adversarial denoise attack has been accepted to IEEE TMM 2021.
  • Learning to adversarially blur visual tracking has been accepted to ICCV 2021.
  • JPGNet and Perturbation-aware denoising have been accepted to ACM-MM 2021.
  • DeepRepair has been accepted to IEEE Transactions on Reliability
  • Detail preserving night-to-day transfer has been accepted to IEEE TCSVT 2021.
  • Adversarial vignetting attack has been accepted to IJCAI 2021.
  • Auto-exposure fusion for shadow removal has been accepted to CVPR 2021.
  • EfficientDerain, the fastest deraining method with SOTA performance, has been accepted to AAAI 2021.
  • Blurred Video Tracking (BVT) benchmark has been accepted to IEEE TIP.
  • ABBA, the first motion-based adversarial blur attack, has been accepted to NeurIPS 2020.
  • Four papers, DeepRhythm, Amora, FakePolisher and DeepSonar, have been accepted to ACM Multimedia 2020.
  • SPARK, one of the first tracking attacks, has been accepted to ECCV2020.
  • I am awarded the Wallenberg-NTU Presidential Postdoctoral Fellowship.
  • Selective Spatial Regularization for CF tracking has been accepted to IEEE TIP.
  • Saliency-aware Regularization for CF tracking has been accepted to IEEE TIP.
  • We achieved the best paper award of ICME 2018.
  • One paper was accepted to PRICAI 2018.
  • Two papers were accepted to ICME 2018.
  • Results on OTB-100 of DSiam were added.
  • Some missing files of DSiam were added.
  • The code of DSiam was added.
  • The project page of DSiam was added.
  • I obtained the National Graduate Fellowship 2017.

Selected Publications

See the full list at Google Scholar.

§: equal contribution to the first author. *: corresponding author.

  • A3GAN: Attribute-Aware Anonymization Networks for Face De-identification
    Liming Zhai, Qing Guo*, Xiaofei Xie, Lei Ma, Yi Estelle Wang, Yang Liu
    accepted to ACM-MM (CCF-A).
    [paper , project link [coming soon]]

  • DARTSRepair: Core-Failure-Set Guided DARTS for Network Robustness to Common Corruptions
    Xuhong Ren, Jianlang Chen, Felix Juefei-Xu, Wanli Xue, Qing Guo, Lei Ma, Jianjun Zhao, Shengyong Chen
    accepted to Pattern Recognition (Impact factor= 7.74, CCF-B).
    [paper , project link [coming soon]]

  • Countering Malicious DeepFakes: Survey, Battleground, and Horizon
    Felix Juefei-Xu, Run Wang, Yihao Huang, Qing Guo*, Lei Ma, Yang Liu
    accepted to International Journal of Computer Vision (IJCV) (CCF-A).
    [paper, project link]

  • Can You Spot the Chameleon? Adversarially Camouflaging Images from Co-Salient Object Detection
    Ruijun Gao, Qing Guo§, Felix Juefei-Xu, Hongkai Yu, Huazhu Fu, Wei Feng, Yang Liu, Song Wang
    accepted to CVPR 2022 (CCF-A).
    [paper, code ]

  • MISF: Multi-level Interactive Siamese Filtering for High-Fidelity Image Inpainting
    Xiaoguang Li, Qing Guo§, Di Lin, Ping Li, Wei Feng, Song Wang
    accepted to CVPR 2022 (CCF-A).
    [paper , code]

  • NPC: Neuron Path Coverage via Characterizing Decision Logic of Deep Neural Networks
    Xiaofei Xie, Tianlin Li, Jian Wang, Lei Ma, Qing Guo*, Felix Juefei-Xu, and Yang Liu
    accepted to ACM Transactions on Software Engineering and Methodology (TOSEM) 2022 (Impact factor 4.944, CCF-A).
    [paper, code [coming soon]]

  • FakeLocator: Robust Localization of GAN-Based Face Manipulations
    Yihao Huang, Felix Juefei-Xu, Qing Guo*, Yang Liu, and Geguang Pu
    accepted to IEEE Transactions on Information Forensics and Security (TIFS) 2021 (Impact factor 7.178, CCF-A).
    [paper, code [coming soon]]

  • Pasadena: Perceptually Aware and Stealthy adversarial denoise attack
    Yupeng Cheng, Qing Guo*, Felix Juefei-Xu, Shang-Wei Lin, Wei Feng, Weisi Lin, Yang Liu
    accepted to IEEE Transactions on Multimedial (TMM) 2021 (Impact factor 6.513, CCF-B).
    [paper, code [coming soon]]

  • Learning to Adversarially Blur Visual Object Tracking
    Qing Guo, Ziyi Cheng, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Yang Liu, and Jianjun Zhao
    accepted to ICCV 2021 (CCF-A).
    [paper, code]

  • JPGNet: Joint Predictive Filtering and Generative Network for Image Inpainting
    Qing Guo*, Xiaoguang Li, Felix Juefei-Xu, Hongkai Yu, Yang Liu, and Song Wang
    accepted to ACM-MM 2021 (CCF-A).
    [paper, code]

  • Predictive Perturbation-aware Filtering against Adversarial Attack via Multi-domain Learning
    Yihao Huang, Qing Guo*, Felix Juefei-Xu, Lei Ma, Weikai Miao, Yang Liu, and Geguang Pu
    accepted to ACM-MM 2021 (CCF-A).
    [paper [coming soon], code [coming soon]]

  • DeepRepair: Style-Guided Repairing for DNNs in the Real-world Operational Environment
    Bing Yu, Hua Qi, Qing Guo*, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jianjun Zhao
    accepted to IEEE Transactions on Reliability. (Impact factor 3.177)
    [paper, code [coming soon]]

  • Let There be Light: Improved Traffic Surveillancevia Detail Preserving Night-to-Day Transfer
    Lan Fu, Hongkai Yu, Felix Juefei-Xu, Jinlong Li, Qing Guo*, Song Wang
    accepted to IEEE Trans. Circuits Syst. Video Technol. (Impact factor 4.133, CCF-B)
    [paper, code [coming soon]]

  • AVA: Adversarial Vignetting Attack against Visual Recognition
    Binyu Tian, Felix Juefei-Xu, Qing Guo*, Xiaofei Xie, Xiaohong Li, and Yang Liu
    accepted to IJCAI 2021. (CCF-A)
    [paper, code [coming soon]]

  • Auto-exposure fusion for single-image shadow removal
    Lan Fu, Changqing Zhou, Qing Guo*, Felix Juefei-Xu, Hongkai Yu, Wei Feng, Yang Liu, and Song Wang
    accepted to CVPR 2021. (CCF-A)
    [paper, code]

  • EfficientDeRain: Learning Pixel-wise Dilation Filtering for High-Efficiency Single-Image Deraining
    Qing Guo, Jingyang Sun, Felix Juefei-Xu, Lei Ma, Xiaofei Xie, Wei Feng, and Yang Liu
    accepted to AAAI 2021. (CCF-A)
    [paper, code]

  • Exploring the Effects of Blur and Deblurring to Visual Object Tracking
    Qing Guo, Wei Feng, Ruijun Gao, Yang Liu, and Song Wang
    IEEE Transcations on Image Processing, 2021, 30: 1812 - 1824. (CCF-A)
    [paper, code]

  • Watch out! Motion is Blurring the Vision of Your Deep Neural Networks
    Qing Guo, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Jian Wang, Bing Yu, Wei Feng, Yang Liu
    NeurIPS 2020. (CCF-A)
    [paper, code]

  • SPARK: Spatial-aware Online Incremental Attack Against Visual Tracking
    Qing Guo, Xiaofei Xie, Felix Juefei-Xu, Lei Ma, Zhongguo Li, Wanli Xue, Wei Feng, Yang Liu
    ECCV 2020.
    [paper, code]

  • DeepRhythm: Exposing DeepFakes with Attentional Visual Heartbeat Rhythms
    Hua Qi, Qing Guo§, Felix Juefei-Xu, Xiaofei Xie, Lei Ma, Wei Feng, Yang Liu, Jianjun Zhao
    ACM Multimedia 2020. (CCF-A).
    [paper, code]

  • Amora: Black-box Adversarial Morphing Attack
    Run Wang, Felix Juefei-Xu, Qing Guo*, Yihao Huang, Xiaofei Xie, Lei Ma, Yang Liu
    ACM Multimedia 2020. (CCF-A).
    [paper, code]

  • DeepSonar: Towards Effective and Robust Detection of AI-Synthesized Fake Voices
    Run Wang, Felix Juefei-Xu, Yihao Huang,Qing Guo *, Xiaofei Xie, Lei Ma, Yang Liu
    ACM Multimedia 2020. (CCF-A).
    [paper, code]

  • FakePolisher: Making DeepFakes More Detection-Evasive by Shallow Reconstruction
    Yihao Huang, Felix Juefei-Xu, Run Wang, Qing Guo, Lei Ma, Xiaofei Xie, Jianwei Li, Weikai Miao, Yang Liu, and Geguang Pu
    ACM Multimedia 2020. (CCF-A).
    [paper, code]

  • Selective Spatial Regularization by Reinforcement Learned Decision Making for Object Tracking.
    Qing Guo, Ruize Han, Wei Feng, Zhihao Chen, and Liang Wan
    IEEE Transcations on Image Processing, 2020, 29(7): 2999 - 3013. (CCF-A)
    [project]

  • Dynamic Saliency-Aware Regularization for Correlation Filter-Based Object Tracking
    Wei Feng, Ruize Han, Qing Guo*, Jianke Zhu, and Song Wang.
    IEEE Transactions on Image Processing, 2019, 28(7): 3232 - 3245. (CCF-A)
    [project]

  • Learning Dynamic Siamese Network for Visual Object Tracking
    Qing Guo, Wei Feng, Ce Zhou, Rui Huang, Liang Wan, and Song Wang
    ICCV 2017. (CCF-A)
    [project]

  • Structure-Regularized Compressive Tracking with Online Data-Driven Sampling
    Qing Guo, Wei Feng, Ce Zhou, and Bin Wu
    IEEE Transactions on Image Processing, 2017, 26(12): 5692-5705. (CCF-A)
    [paper]
  • Structure-Regularized Compressive Tracking
    Qing Guo, Wei Feng, Ce Zhou, and Bin Wu
    In ICME2018. (CCF-B, Oral)
    [pdf]

  • Content-Related Spatial Regularization for Visual Object Tracking
    Ruize Han, Qing Guo §, and Wei Feng
    In ICME 2018 (CCF-B, Oral, Best Paper Award).
    [project]

  • Freqeuncy-tuned Active Contour Model
    Qing Guo, Shuifa Sun, Xuhong Ren, Fangmin Dong, Bruce Z. Gao, and Wei Feng
    Neurocomputing, 2018, 275(31): 2307-2316.
  • Freqeuncy-tuned Active Contour Model for Biomedical image segmentation
    Qing Guo, Shuifa Sun, Fangmin Dong, Wei Feng, Siyu Ma, and Bruce Z. Gao
    ICASSP 2017 (CCF-B, Oral)
    [project]

  • Fast Spatially-Regularized Correlation Filters for Visual Object Tracking
    Pengyu Zhang, Qing Guo §, and Wei Feng
    In PRICAI 2018. (CCF-C)
    [project]

  • Background-Suppressed Correlation Filters for Visual Tracking
    Zhihao Chen, Qing Guo §, Liang Wan, and Wei Feng
    In ICME 2018 .(CCF-B)
    [project]

  • Selective Object and Context Tracking
    Ce Zhou, Qing Guo*, Li Wang, and Wei Feng
    In ICASSP 2017.(CCF-B)
    [pdf]

  • Image Denosing Algorithm Based on Contourlet Transform for Optical Coherence Tomography Heart Tube Image
    Qing Guo, Fangmin Dong, Shuifa Sun, Bangjun Lei, and Zhi Gao
    IET Image Processing, 2013, 7(5): 442-450.
    [pdf]
  • Optical Coherence Tomography Heart Tube Image Denoising Based on Contourlet Transform
    Qing Guo, Shuifa Sun, Fangmin Dong, Zhi Gao, and Rui Wang
    In ICMLC, 2012, (3):1139-1144. (Oral)
    [pdf]

  • Improved Rotating Kernel Transformation Based Contourlet Domain Image Denoising Framework
    Qing Guo, Fangmin Dong, Shuifa Sun, Xuhong Ren, Shiyu Feng, and Zhi Gao
    2013 Pacific-Rim Conference on Multimedia (PCM), 2013, (8294):146-157. (CCF-C)
    [pdf]

Academic Services

  • Reviewer of NeurIPS, CVPR, ICCV, ECCV, ACM-MM, AAAI, IJCAI, ICPR
  • Reviewer of IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)
  • Reviewer of IEEE Transactions on Image Processing (TIP)
  • Reviewer of IEEE Transactions on Information Forensics & Security (TIFS)
  • Reviewer of Journal of Visual Communication and Image Representation (JVCI)
  • Reviewer of Pattern Recognition Letters
  • Reviewer of Neural Processing Letters
  • Reviewer of Information Sciences
  • Reviewer of Neurocomputing
  • Reviewer of IEEE Access
  • Reviewer of IET Image Processing
  • Reviewer of Electronic Letters

Adwards

  • 2020 NTU Presidential Postdoctoral Fellowship
  • 2019 Excellent Doctor Dissertation of Tianjin University
  • 2018 China State Shipbuilding Corporation (CSSC) Scholarship
  • 2017 National Graduate Fellowship
  • 2015 Excellent Master Dissertation of Hubei province
  • 2013 National Graduate Fellowship
  • Third prize of the 5th computer simulation contest of China
  • 2011 Outstanding graduates of Hebei Province