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AVS Meeting Proposal

Abandoned Object Detection Deep Learning ​ Image Classification Text Analytics
Action Recognition Denoising Image Quality Assessment Transfer Learning
Biometrics Face Recognition Multimedia Video Pornography Classification
Coding & Compression Face Spoofing Detection​ Others Visual Anomaly Detection
Compact Descriptors for Visual Search Fashion Analytics Reflection Removal​ Visual Object Search
Computational Photography Food Recognition Segmentation & Saliency Detection Visual Recognition
Crowd Counting Forensics Sentiment Analysis Visual Scene Understanding and Captioning
Data Mining Generative Models Super Resolution  
Database System Person Re-Identification & Motion Analysis    


Patent

  • Lossy Compression Framework For Intermediate Deep Feature Compression
    ​Z. Chen, K. Fan, W. Lin, L. Duan, A. C. Kot
    Singapore Provisional Patent 10201908371Q, 2019


White Paper

  • Deep Learning Algorithms with Applications to Video Analytics for A Smart City: A Survey
    ​Li Wang, Gang Wang

    Abstract: Deep learning has recently achieved very promising results in a wide range of areas such as computer vision, speech recognition and natural language processing. It aims to learn hierarchical representations of data by using deep architecture models. In a smart city, a lot of data (e.g. videos captured from many distributed sensors) need to be automatically processed and analyzed. In this paper, we review the deep learning algorithms applied to video analytics of smart city in terms of different research topics: object detection, object tracking, face recognition and image classification.



Conference Journal Publications


Visual Object Search










































  • Object instance search in videos
    Jingjing Meng, Junsong Yuan, Gang Wang, Jianbo Xu, 2013 9th International Conference on Information, Communications and Signal Processing (ICICS)




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Compact Descriptors for Visual Search










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Visual Anomaly Detection

  • Temporal Robust Features for Violence Detection
    Daniel Moreira, Sandra Avila, Mauricio Perez, Daniel Moraes, Vanessa Testoni, Eduardo Valle, Siome Goldenstein, Anderson Rocha, IEEE Winter Conference on Applications of Computer Vision (WACV) 2017








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Visual Scene Understanding and Captioning












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Face Recognition































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Deep Learning



















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Image Classification










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Multimedia









  • Content Management in Media Cloud: QoE-Driven Approach and Cost-Efficient Perspective
    Weiwen Zhang, Yonggang Wen, Guanyu Gao, 2014 International Conference on Cloud Computing Research and Innovation (ICCCRI)




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Action Recognition

  • Collaborative Learning of Gesture Recognition and 3D Hand Pose Estimation with Multi-Order Feature Analysis
    Siyuan Yang, Jun Liu, Shijian Lu, Meng Hwa Er, Alex C Kot, 2020 The European Conference on Computer Vision (ECCV 2020)(Spotlight Paper)

























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Data Mining










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Database System




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Sentiment Analysis




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Forensics






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Person Re-Identification & Motion Analysis




  • Attention Driven Person Re-Identification
    Fan Yang, Ke Yan, Shijian Lu, Huizhu Jia, Xiaodong Xie, Wen Gao, Pattern Recognition, Vol 86, February 2019 (https://arxiv.org/abs/1810.05866)​


  • Dual Attention Matching Network for Context-Aware Feature Sequence based Person Re-Identification
    Jianlou Si, Honggang Zhang, Chun-Guang Li, Jason Kuen, Xiangfei Kong, Alex C. Kot, Gang Wang, IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2018 (https://arxiv.org/abs/1803.09937)

  • Multi-task Mid-level Feature Alignment Network for Unsupervised Cross-Dataset Person Re-Identification
    Shan Lin, Haoliang Li, Chang-Tsun Li, Alex Chichung Kot, British Machine Vision Conference(BMVC) 2018 (https://arxiv.org/abs/1807.01440)





  • Hierarchical Invariant Feature Learning with Marginalization for Person Re-Identification
    Rahul Rama Varior, Gang Wang, accepted in IEEE Transactions on Circuits and Systems for Video Technology (TCSVT) 2015











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Video Pornography Classification






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Face Spoofing Detection

  • Face Spoofing Detection Based on Local Ternary Label Supervision in Fully Convolutional Networks
    Wenyun Sun, Yu Song, Changsheng Chen, Jiwu Huang, Alex C. Kot, IEEE Transactions on Information Forensics and Security (TIFS)

  • Deep Neural Network Distilling for Face Spoofing Detection
    Haoliang Li, Shiqi Wang, Peisong He, Anderson Rocha, Alex C. Kot, submitted to IEEE Transactions on Circuits and Systems for Video Technology. (Under MAJOR Revision)






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Reflection Removal



  • CoRRN: Cooperative Reflection Removal Network
    Renjie Wan (NTU), Boxin Shi (PKU), Haoliang Li (NTU), Lingyu Duan (PKU), Ah-Hwee Tan (NTU), Alex C. Kot (NTU), IEEE Transactions on Pattern Analysis and Machine Intelligence 7-Jun-19









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Video Object Segmentation





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Fashion Analytics







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Segmentation & Saliency Detection
























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Visual Recognition







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Text Analytics

  • Fast Text Paragraph Image Classification based on Deep Neural Network
    Devadeep Shyam, Omkar Prabhune, and Alex Kot, IEEE International Conference on Computer and Communications Engineering Technology (CCET), 2019 (accepted).





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Coding & Compression




























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Image Quality Assessment



















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Denoising





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Generative Models





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Transfer Learning







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Abandoned Object Detection




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Food Recognition



  • A Compact Distilled Network by Accelerated Ensemble Learning for Mobile Visual Food Recognition
    Heng Zhao*, Kim-Hui Yap, Alex C. Kot,21st International Conference on Artificial Intelligence (ICAI), July 29 - August 1, 2019, USA. (poster paper)






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Biometrics




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Super Resolution





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Computational Photography




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Crowd Counting





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Others
















  • Deep Video Hashing
    Venice Erin Liong, Jiwen Lu, Yap-Peng Tan, Jie Zhou, 2016 IEEE Transactions on Multimedia (TMM)














  • Glasses-free Light Field 3D Display
    Shizheng WANG, Xiangyu ZHANG, Qijia CHENG, Kaviya RAJENDRAN, Phil SURMAN, Junsong YUAN, Xiao Wei SUN, 2015 IEEE International Conference on Visual Communications and Image Processing (VCIP)






  • A Low Complexity Interest Point Detector​
    Jie Chen, Ling-Yu Duan, Feng Gao, Jianfei ​Cai , Kot, A.C., Tiejun Huang, IEEE Signal Processing Letters, Volume 22 (2014), Issue 2, Pages 172 - 176, February 2015









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AVS Meeting Proposal

AVS Meeting Proposal

70th AVS Meeting
08/2019

Zhuo Chen, Kui Fan, Weisi Lin, Qiang Fu, Lingyu Duan, Alex C. Kot, "Mode extension for Pre-quantization and Repack modules", Audio Video Coding Standard (AVS) document AI M1122

69th AVS Meeting
06/2019

Zhuo Chen, Kui Fan, Weisi Lin, Lingyu Duan, Alex C. Kot, "Minimum Standardization for Lossy Deep Feature Map Compression", Audio Video Coding Standard (AVS) document AI M1100

68th AVS Meeting
03/2019

Zhuo Chen, Kui Fan, Weisi Lin, Lingyu Duan, Alex C. Kot, "To Add Support for Integer Input for the Lossy Compression Framework of Deep Feature Maps", Audio Video Coding Standard (AVS) document AI M1089

68th AVS Meeting
03/2019

Zhuo Chen, Kui Fan, Weisi Lin, Lingyu Duan, Alex C. Kot, "Upgrade for Framework and Test Condition for Lossy Compression of Deep Feature Maps", Audio Video Coding Standard (AVS) document AI M1088

12/2018–01/2019

Zhuo Chen was the software coordinator for the reference software development of AVS/AITISA Visual Feature Coding Group

67th AVS Meeting
12/2018

Zhuo Chen, Kui Fan, Weisi Lin, Lingyu Duan, Alex C. Kot, Tiejun Huang, "The Framework and Test Condition for Lossy Compression of Deep Feature Maps," Audio Video Coding Standard (AVS) document AI M1061

66th AVS Meeting
08/2018

Zhuo Chen, Kui Fan, Weisi Lin, Lingyu Duan, Alex C. Kot, Tiejun Huang, "Lossy Compression of Deep Feature Maps with Video Codecs," Audio Video Coding Standard (AVS) document AI M1030

65th AVS Meeting
06/2018

Zhuo Chen, Kui Fan, "Test Condition for Lossy Compression of Deep Feature Maps," Audio Video Coding Standard (AVS) document AI M1014

65th AVS Meeting
06/2018

Kui Fan, Zhuo Chen, "Framework for Lossy Compression of Deep Feature Maps," Audio Video Coding Standard (AVS) document AI M1013



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