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