Biography
I am currently a Ph.D. candidate with School of Electronic and Information Engineering, South China University of Technology, China, where I obtained my bachelor degree. My research interest mainly lies in computer vision, deep learning, image processing and visual tracking.
I am advised by Prof. Xiangmin Xu in SCUT and co-advised by Prof. Dacheng Tao in USYD. I am so lucky to work closely with Prof. Kui Jia in UM.
Education & Experience
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2016 - Present South China University of Technology
Ph.D. Candidate, Communication and Information Engineering
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2017.06 - 2017.09 WeChatAI (WHAT Lab), Tencent Inc.
Ph.D Researcher
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2016.01 - 2016.09 University of Macau
Research Associate
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2015.07 - 2015.09 DeepGlint Information Technologies Co. Ltd.
Computer Vision Engineer
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2013 - 2016 South China University of Technology
M.E. , Electronics and Communications Engineering
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2009 - 2013 South China University of Technology
B.E. , Integrated Circuit Design and Integration System
Manuscripts
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Perception Preserving Decolorization
Bolun Cai, Xiangmin Xu, Xiaofen Xing.
IEEE International Conference on Image Processing (ICIP), 2018
[Project]
[Paper]
[Poster]
[Code]
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A Joint Intrinsic-Extrinsic Prior Model for Retinex
Bolun Cai, Xiangmin Xu, Kailing Guo, Kui Jia, Bin Hu, Dacheng Tao.
IEEE International Conference on Computer Vision (ICCV), 2017
[Project]
[Paper]
[Poster]
[Code]
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DehazeNet: An End-to-End System for Single Image Haze Removal
Bolun Cai, Xiangmin Xu, Kui Jia, Chunmei Qing, Dacheng Tao.
IEEE Transactions on Image Processing (TIP), 2016 [NOTE! Highly Cited & Hot Paper]
[Project]
[Paper]
[Poster]
[Code]
[BReLU(Paddle)]
[HardTanh(Torch)]
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BIT: Biologically Inspired Tracker
Bolun Cai, Xiangmin Xu, Xiaofen Xing, Kui Jia, Jie Miao, Dacheng Tao.
IEEE Transactions on Image Processing (TIP), 2016
[Project]
[Paper]
[Poster]
[Code]
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Edge/Structure Preserving Smoothing via Relativity-of-Gaussian
Bolun Cai, Xiaofen Xing, Xiangmin Xu.
IEEE International Conference on Image Processing (ICIP), 2017 [NOTE! Best Paper Finalist]
[Project]
[Paper]
[Slides]
[Code]
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Real-time Video Dehazing based on Spatio-temporal MRF
Bolun Cai, Xiangmin Xu, Dacheng Tao.
Pacific-Rim Conference on Multimedia (PCM), 2016 [NOTE! Best Student Paper]
[Project]
[Paper]
[Slides]
[Code]
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BIT: Bio-inspired Tracker
Bolun Cai, Xiangmin Xu, Xiaofen Xing, Chunmei Qing.
IEEE International Conference on Image Processing (ICIP), 2015
[Project]
[Paper]
[Poster]
[Code]
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Bio-inspired Model with Dual Visual Pathways for Human Action Recognition
Bolun Cai, Xiangmin Xu, Chunmei Qing.
International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP), 2014
[Paper]
[Slides]
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A Coarse-to-Fine Approach for Motion Pattern Discovery
Bolun Cai, Zhifeng Luo, Kerui Li.
International Conference on Cyber-Enabled Distributed Computing and Knowledge Discovery (CyberC), 2012
[Paper]
[Slides]
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Multi-modality Hierarchical Recall based on GBDTs for Bipolar Disorder Classification
Xiaofen Xing, Bolun Cai, Yinhu Zhao, Shuzhen Li, Zhiwei He, Weiquan Fan.
Audio/Visual Emotion Challenge and Workshop, ACM Multimedia Conference , 2018 [NOTE! The First Place]
[Project]
[Paper]
[Slides]
[Code]
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Local-Global Extraction Unit for Person Re-identification
Peng Wang, Chunmei Qing, Xiangmin Xu, Bolun Cai, Jianxiu Jin, Jinchang Ren.
International Conference on Brain Inspired Cognitive Systems (ICBICS), 2018
[Paper]
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Learning Adaptive Selection Network for Real-time Visual Tracking
Jiangfeng Xiong, Xiangmin Xu, Bolun Cai, Xiaofen Xing, Kailing Guo.
IEEE International Conference on Multimedia and Expo (ICME), 2018
[Paper]
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Style Transfer at 100+ FPS via Sub-pixel Super-resolution
Haoyu Li, Xiangmin Xu, Bolun Cai, Kailing Guo.
IEEE International Conference on Multimedia and Expo (ICME), 2018
[Paper]
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FReLU: Flexible Rectified Linear Units for Improving Convolutional Neural Networks
Suo Qiu, Xiangmin Xu, Bolun Cai.
IEEE International Conference on Pattern Recognition (ICPR), 2018
[Paper]
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Single Image Super-Resolution Using Multi-Scale Convolutional Neural Network
Xiaoyi Jia, Xiangmin Xu, Bolun Cai, Kailing Guo.
Pacific-Rim Conference on Multimedia (PCM), 2017
[Paper]
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Multi-scale Convolutional Neural Networks for Crowd Counting
Lingke Zeng, Xiangmin Xu, Bolun Cai, Suo Qiu, Tong Zhang.
IEEE International Conference on Image Processing (ICIP), 2017
[Paper]
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Joint Latent Space and Multi-View Feature Learning
Kailing Guo, Xiangmin Xu, Bolun Cai, Tong Zhang.
International Conference on Internet Multimedia Computing and Service (ICIMCS), 2017
[Paper]
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Progressive Lifelong Learning by Sharing Representations for Few Labeled Data
Guoxi Su, Xiangmin Xu, Chaowen Chen, Bolun Cai, Chunmei Qing.
International Conference on Internet Multimedia Computing and Service (ICIMCS), 2017
[Paper]
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Face Verification Based on Feature Transfer via PCA-SVM Framework
Xiaofen Xing, Guicong Xu, Bolun Cai, Chunmei Qing, Xiangmin Xu.
IEEE International Conference on Smart Data (SmartData), 2017
[Paper]
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Image and Video Dehazing using View-based Cluster Segmentation
Feng Yu, Chunmei Qing, Xiangmin Xu, Bolun Cai.
IEEE International Conference on Visual Communications and Image Processing (VCIP), 2016
[Paper]
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Exploiting Local Feature Fusion for Action Recognition
Jie Miao, Xiangmin Xu, Xiaoyi Jia, Haoyu Huang, Bolun Cai, Chunmei Qing, Xiaofen Xing.
Pacific-Rim Conference on Multimedia (PCM), 2016
[Paper]
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Multi-invariance appearance model for object tracking
Guicong Xu, Xiangmin Xu, Xiaofen Xing, Bolun Cai, Chunmei Qing.
IEEE International Conference on Digital Signal Processing (DSP), 2015
[Paper]
[Report]
Theses
Professional Activities
Journal Reviewer
IEEE Transactions on Image Processing (TIP)
IEEE Transactions on Circuits and Systems for Video Technology (TCSVT)
IEEE Transactions on Multimedia (TMM)
Neurocomputing (NC)
PLoS One
Conference Reviewer
International Conference on Pattern Recognition (ICPR) 2018