Kuiyuan YANG
杨奎元
Email: kuiyuan(AT)outlook.com
Kuiyuan joined DeepMotion since July 2017. Before that, he was a researcher at Microsoft Research Asia, and doing research on image content understanding with applications for Bing image search and XiaoIce. He received the Bachelor degree in Automation and PhD degree in Pattern Recognition and Intelligent Systems from University of Science and Technology of China, in 2007 and 2012, respectively. His goal is to evolve intelligence from fast iterations based on solid implementations, massive observations and effective actions.

Job/intern position opening
Please send me your cv if you are passionate about CV/ML/AI/Robotics.


R&D Interests
  • Autonomous Driving
  • Computer Vision
    • SfM, Object Detection, Semantic Segmentation and Image Retrieval etc
  • Machine Learning
    • Learning Theory, Deep Neural Network, Support Vector Machine, Graphical Model

Experiences
  • Co-founder, DeepMotion, Jul.2017 ~
  • Researcher, Microsoft Research Asia, Sep.2015 ~ Jun.2017.
  • Associate Researcher II, Microsoft Research Asia, Jul.2012 ~ Aug.2015.
  • Research Intern, Bing Multimedia Search, Microsoft Research Redmond, Mentored by Dr. Xian-Sheng Hua. Apr. 2012 ~ Jun. 2012.
  • Research Intern, Web Search & Mining Group, Microsoft Research Asia, Mentored by Dr. Lei Zhang. Dec. 2010 ~ Apr. 2012.
  • Research Intern, Multimedia Computing Group, Microsoft Research Asia,  Mentored by Dr. Meng Wang and Dr. Xian-Sheng Hua.  Sep. 2008 ~ Dec. 2010.
  • Engineer Intern, Internet Media Group, Microsoft Research Asia, Mentored by Dr. Tao Mei. Jun. 2007 ~ Sep. 2007.


Publications [full list]

Conference
  • Chang Shu, Yu Kun, Zhixiang Duan, Kuiyuan YangFeature-metric Loss for Self-supervised Learning of Depth and Egomotion. ECCV, 2020. [pdf]

  • Xiangtai Li, Ansheng You, Zhen Zhu, Houlong Zhao, Maoke Yang, Kuiyuan Yang, Shaohua Tan, Yunhai Tong. Semantic Flow for Fast and Accurate Scene Parsing. ECCV, 2020 (oral). [pdf][code]

  • Youmin Zhang, Yimin Chen, Xiao Bai, Jun Zhou, Kun Yu, Zhiwei Li, Kuiyuan Yang. Adaptive Unimodal Cost Volume Filtering for Deep Stereo Matching. AAAI, 2020. [pdf][code]

  • Xiangtai Li, Houlong Zhao, Lei Han, Yunhai Tong, Shaohua Tan, Kuiyuan Yang. Gated Fully Fusion for Semantic Segmentation. AAAI, 2020 (oral). [pdf]

  • Maoke Yang,  Kun Yu, Chi Zhang, Zhiwei Li, Kuiyuan YangDenseASPP for Semantic Segmentation in Street ScenesCVPR, 2018 (spotlight). [pdf][code]

  • Guotian Xie, Ting Zhang, Kuiyuan Yang, Jianhuang Lai, Jingdong Wang. Decoupled Convolutions for CNNsAAAI, 2018. [pdf]

  • Yuhui Yuan, Kuiyuan Yang, Chao Zhang. Hard-Aware Deeply Cascaded EmbeddingICCV, 2017 (spotlight). [pdf][code]

  • Chuang Gan, Ting Yao, Kuiyuan Yang, Yi Yang, Tao Mei. You Lead, We Exceed: Labor-free Video Concept Learning by Jointly Exploiting Web Videos and Images. CVPR, 2016.
  • Guotian Xie, Kuiyuan Yang, Yalong Bai, Min Shang, Yong Rui, Jianhuang Lai. Improve Dog Recognition By Mining More Information From Both Click-through Logs and Pre-trained Models. IEEE International Conference on Multimedia &Expo Workshops, 2016.[pdf][dataset] (rank 1st in the track of without using extra data and 2nd in all teams)

  • Yalong Bai, Kuiyuan Yang, Wei Yu, Chang Xu, Wei-Ying Ma, Tiejun Zhao. Automatic Image Dataset Construction from Click-through Logs Using Deep Neural NetworkACM Multimedia, 2015. [pdf]

  • Zheng Xu, Xue Li, Kuiyuan Yang, Tom Goldstein. Exploiting Low-rank Structure for Discriminative Sub-categorizationBMVC, 2015.

  • Wei Yu, Kuiyuan Yang, Yalong Bai, Hongxun Yao, Yong Rui. Visualizing and Comparing Convolutional Neural Networks. [pdf][code]

  • Tianjun Xiao, Yichong Xu, Kuiyuan Yang, Jiaxing Zhang, Yuxin Peng, Zheng Zhang. The Application of Two-level Attention Models in Deep Convolutional Neural Network for Fine-grained Image Classification. CVPR, 2015[pdf]

  • Jianlong Fu, Tao Mei, Kuiyuan Yang, Hanqing Lu, Yong Rui. Tagging Personal Photos with Transfer Deep LearningWWW, 2015.

  • Tianjun Xiao, Jiaxing Zhang, Kuiyuan Yang, Yuxin Peng, Zheng Zhang. Error-driven incremental learning in deep convolutional neural network for large-scale image classificationACM Multimedia, 2014. [pdf]

  • Jiajun Wang, Yu-Gang Jiang, Qiang Wang, Kuiyuan Yang, Chong-Wah Ngo. Organizing Video Search Results to Adapted Semantic Hierarchies for Topic-based BrowsingACM Multimedia, 2014. (Best Poster Award)

  • Yalong Bai, Wei Yu, Tianjun Xiao, Chang Xu, Kuiyuan Yang, Wei-Ying Ma, Tiejun Zhao. Bag-of-Words Based Deep Neural Network for Image Retrieval. ACM Multimedia, 2014. (won the 1st place)

  • Wei Yu, Kuiyuan Yang, Yalong Bai, Hongxun Yao, Yong Rui. DNN Flow: DNN feature pyramid based image matchingBMVC, 2014. [pdf]

  • Yalong Bai, Kuiyuan Yang, Wei Yu, Wei-Ying Ma, Tiejun Zhao. Learning High-level Image Representation for Image Retrieval via Multi-Task DNN using Clickthrough DataICLR, 2013.

  • Wei Yu, Hongxun Yao, Kuiyuan Yang, Lei Zhang. The shortest warping path based multiple images alignmentICIP, 2013.

  • Yingwei Pan, Ting Yao, Kuiyuan Yang, Houqiang Li, Chong-Wah Ngo, Jingdong Wang, Tao Mei. Image search by graph-based label propagation with image representation from DNNACM Multimedia, 2013.

  • Kuiyuan Yang, Lei Zhang, Yong Rui, Hong-Jiang Zhang. PartBook for Image ParsingThe Eighth IEEE Computer Society Workshop on Perceptual Organization in Computer Vision, 2012. [pdf]

  • Kuiyuan Yang, Lei Zhang, Meng Wang, Hong-Jiang Zhang. Semantic Point DetectorACM Multimedia, 2011. [pdf]

  • Kuiyuan Yang, Meng Wang, Xian-Sheng Hua, Hong-Jiang Zhang. Social Image Search with Diverse Relevance RankingInternational Conference on MultiMedia Modeling, 2010. (Best Paper Award) [pdf]

  • Kuiyuan Yang, Xian-Sheng Hua, Meng Wang, Hong-Jiang Zhang. Tagging TagsACM Multimedia, 2010. [pdf]

  • Meng Wang, Kuiyuan Yang, Xian-Sheng Hua, Hong-Jiang Zhang. Visual Tag Dictionary: Interpreting Tags with Visual WordsProceedings of the 1st workshop on Web-scale multimedia corpus, 2009. [pdf]

  • Kuiyuan Yang, Meng Wang, Hong-Jiang Zhang. Active Tagging for Image IndexingInternational Conference on Multimedia and Expo, 2009. [pdf]

Journal
  • Yunhang Shen, Rongrong Ji, Kuiyuan Yang, Cheng Deng, Changhu Wang. Category-Aware Spatial Constraint for Weakly Supervised DetectionIEEE Transactions on Image Processing, 2019.

  • Guotian Xie, Kuiyuan Yang, Ting Zhang, Jingdong Wang, Jianhuang Lai. Balanced Decoupled Spatial Convolution for CNNs. IEEE Transactions on Neural Networks and Learning Systems, 2019.

  • Guotian Xie, Kuiyuan Yang, Jianhuang Lai. Filter-in-Filter: Improve CNNs in a Low-cost Way by Sharing Parameters among the Sub-filters of a Filter. Pattern Recognition, 2019.
  • Wei Yu, Xiaoshuai Sun, Kuiyuan Yang, Yong Rui, Hongxun Yao. Hierarchical semantic image matching using CNN feature pyramid. CVIU, 2018.
  • Yalong Bai, Kuiyuan Yang, Tao Mei, Wei-Ying Ma, Tiejun Zhao. Automatic Data Augmentation from Massive Web Images for Deep Visual Recognition. TOMM, 2018. [arxiv][project]

  • Wei Yu, Kuiyuan Yang, Yalong Bai, Hongxun Yao, Yong Rui. Learning Cross Space Mapping via DNN using Large Scale Click-through Logs. IEEE Transactions on Multimedia, 2015.

  • Xinmei Tian, Zhe Dong, Kuiyuan Yang, Tao Mei. Query-dependent Aesthetic Model with Deep Learning for Photo Quality Assessment. IEEE Transactions on Multimedia, 2015.

  • Yijie Lu, Linjun Yang, Kuiyuan Yang, Yong Rui. Mining Latent Attributes from Click-through Logs for Image Recognition. IEEE Transactions on Multimedia, 2015.

  • Pengfei Xu, Lei Zhang, Kuiyuan Yang, Hongxun Yao. Nested-SIFT for Efficient Image Matching and Retrieval. IEEE Multimedia, 2013.

  • Kuiyuan Yang, Meng Wang, Xian-Sheng Hua, Shuicheng Yan, Hong-Jiang Zhang. Assemble New Object Detector with Few Examples. IEEE Transactions on Image Processing, 2011. [pdf]

  • Kuiyuan Yang, Xian-Sheng Hua, Meng Wang, Hong-Jiang Zhang. Tag Tagging: Towards More Descriptive Keywords of Image Content. IEEE Transactions on Multimedia, 2011. [pdf]

  • Meng Wang, Kuiyuan Yang, Xian-Sheng Hua, Hong-Jiang Zhang. Towards Relevant and Diverse Search of Social Images. IEEE Transactions on Multimedia, 2010. [pdf]

  • Gong Chen, Kuiyuan Yang, Heqin Zhou, Jiefeng Yan. A Robust System for Real-time Multiple-Vehicle Detection and Tracking. Signal Processing, 2009. (in Chinese) [pdf]

Thesis
  • Kuiyuan Yang. Deep Structure Based Image Content Analysis and Its Application. PhD Thesis advised by Dr. Hong-Jiang Zhang, 2012.


    Review for
    • CVPR 2017, 2019, 2020, 2021
    • TPAMI



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