Dr Yi-Zhe Song


Reader in Computer Vision and Machine Learning; Programme Lead of MSc in Artificial Intelligence
Bsc (Bath), Msc (Cantab), PhD (Bath), FHEA, SMIEEE

Biography

My publications

Highlights

For full publication list please refer to Google Scholar, and CSRankings.

2021

  • Dongliang Chang, Kaiyue Pang, Yixiao Zheng, Zhanyu Ma, Yi-Zhe Song, Jun Guo, Your “Flamingo” is My “Bird”: Fine-Grained, or Not, CVPR 2021 Oral
  • Ayan Kumar Bhunia, Pinaki Nath Chowdhury, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song, Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting, CVPR 2021
  • Ayan Das, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song, Cloud2Curve: Generation and Vectorization of Parametric Sketches, CVPR 2021
  • Aneeshan Sain, Ayan Kumar Bhunia, Yongxin Yang, Tao Xiang, Yi-Zhe Song, StyleMeUp: Towards Style-Agnostic Sketch-Based Image Retrieval, CVPR 2021
  • Yonggang Qi, Kai Zhang, Aneeshan Sain, Yi-Zhe Song, PQA: Perceptual Question Answering, CVPR 2021
  • Sen He, Wentong Liao, Michael Ying Yang, Yongxin Yang, Yi-Zhe Song, Bodo Rosenhahn, Tao Xiang, Context-Aware Layout to Image Generation with Enhanced Object Appearance, CVPR 2021
  • Ayan Kumar Bhunia, Pinaki Nath Chowdhury, Aneeshan Sain, Yongxin Yang, Tao Xiang, Yi-Zhe Song, More Photos are All You Need: Semi-Supervised Learning for Fine-Grained Sketch-Based Image Retrieval, CVPR 2021
  • Ayan Kumar Bhunia, Shuvozit Ghose, Amandeep Kumar, Pinaki Nath Chowdhury, Aneeshan Sain, Yi-Zhe Song, MetaHTR: Towards Writer-Adaptive Handwritten Text Recognition, CVPR 2021

2020

  • Ling Luo, Yulia Gryaditskaya, Yongxin Yang, Tao Xiang, Yi-Zhe Song, Towards 3D VR-Sketch to 3D Shape Retrieval, 3DV 2020 (Oral)
  • Yue Zhong, Yulia Gryaditskaya, Honggang Zhang, Yi-Zhe Song, Deep Sketch-Based Modelling: Tips and Tricks, 3DV 2020
  • Guoyao Su, Yonggang Qi, Kaiyue Pang , Jie Yang, Yi-Zhe Song, SketchHealer: A Graph-to-Sequence Network for Recreating Partial Human Sketches, BMVC 2020 (Oral)
  • Aneeshan Sain, Ayan Kumar Bhunia, Yongxin Yang, Tao Xiang, Yi-Zhe Song, Cross-Modal Hierarchical Modelling for Fine-Grained Sketch Based Image Retrieval, BMVC 2020 (Oral).
  • Ayan Kumar Bhunia*, Ayan Das*, Umar Riaz Muhammad*, Yongxin Yang, Timothy M. Hospedalis, Tao Xiang, Yulia Gryaditskaya, Yi-Zhe Song . Pixelor: A Competitive Sketching AI Agent. So you think you can beat me? SIGGRAPH Asia 2020.
  • Ayan Das, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song, BézierSketch: A generative model for scalable vector sketches, ECCV 2020
  • Jianshu Zhang, Jun Du, Yongxin Yang, Yi-Zhe Song, Si Wei, Lirong Dai, A Tree-Structured Decoder for Image-to-Markup Generation, ICML 2020
  • Kaiyue Pang, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song, Solving Mixed-modal Jigsaw Puzzle for Fine-Grained Sketch-Based Image Retrieval, CVPR 2020
  • Ayan Kumar Bhunia, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song, Sketch Less for More: On-the-Fly Fine-Grained Sketch Based Image Retrieval, CVPR 2020 (Oral)
  • Z. Lu, Y. Yang, X. Zhu, C. Liu, Y. Song and T. Xiang, "Stochastic Classifiers for Unsupervised Domain Adaptation", CVPR 2020
  • Yu, Qian, Song, Jifei, Song, Yi-Zhe, Xiang, Tao and Hospedales, Timothy M. (2020) Fine-Grained Instance-Level Sketch-Based Image Retrieval, International Journal of Computer Vision.
  • Dongliang Chang, Yifeng Ding, Jiyang Xie, Ayan Kumar Bhunia, Xiaoxu Li, Zhanyu Ma, Ming Wu, Jun Guo, Yi-Zhe Song, The Devil is in the Channels: Mutual-Channel Loss for Fine-grained Image Classification, IEEE Transactions on Image Processing
  • Conghui Hu, Da Li, Yongxin Yang, Timothy M. Hospedales, Yi-Zhe Song, Sketch-a-Segmenter: Sketch-Based Photo Segmenter Generation. IEEE Transactions on Image Processing
  • Yue Zhong, Yonggang Qi, Yulia Gryaditskaya, Honggang Zhang and Yi-Zhe Song,Towards Practical Sketch-based 3D ShapeGeneration: The Role of Professional Sketches IEEE Transactions on Circuits and Systems for Video Technology.
  • Yu, Deng, Li, Lei, Zheng, Youyi, Lau, Manfred, Song, Yi-Zhe, Tai, Chiew-Lan and Fu, Hongbo (2020) SketchDesc: Learning Local Sketch Descriptors for Multi-view Correspondence IEEE Transactions on Circuits and Systems for Video Technology.
  • Xu, Peng, Liu, Kun, Xiang, Tao, Hospedales, Timothy M., Ma, Zhanyu, Guo, Jun and Song, Yi-Zhe (2020) Fine-Grained Instance-Level Sketch-Based Video Retrieval IEEE Transactions on Circuits and Systems for Video Technology.
  • Xu, Peng, Song, Zeyu, Yin, Qiyue, Song, Yi-Zhe and Wang, Liang (2020) Deep Self-Supervised Representation Learning for Free-Hand Sketch IEEE Transactions on Circuits and Systems for Video Technology.
  • Jianjun Lei, Yuxin Song, Bo Peng, Zhanyu Ma, Ling Shao, Yi-Zhe Song, Semi-Heterogeneous Three-Way Joint Embedding Network for Sketch-Based Image Retrieval, IEEE Transactions on Circuits and Systems for Video Technology
  • Peng Xu, Yongye Huang, Tongtong Yuan, Tao Xiang, Timothy M. Hospedales, Yi-Zhe Song and Liang Wang, On Learning Semantic Representations for Large-Scale Abstract Sketches, IEEE Transactions on Circuits and Systems for Video Technology
  • Jianshu Zhang, Jun Du, Yongxin Yang, Yi-Zhe Song, Lirong Dai, SRD: A Tree Structure Based Decoder for Online Handwritten Mathematical Expression Recognition, IEEE Transactions on Multimedia

2019

  • Da Li, Jianshu Zhang, Yongxin Yang, Cong Liu, Yi-Zhe Song, Timothy Hospedales, Episodic Training for Domain Generalization, International Conference on Computer Vision (ICCV 2019, Oral)
  • Umar Riaz Muhammad, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song, Goal-Driven Sequential Data Abstraction, International Conference on Computer Vision (ICCV 2019)
  • Kaiyue Pang, Ke Li, Yongxin Yang, Timothy  Hospedales, Tao Xiang, Yi-Zhe Song, Generalising Fine-Grained Sketch-Based Image Retrieval, IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019) 
  • Jifei Song, Yongxin Yang, Yi-Zhe Song, Tao  Xiang, Timothy  Hospedales, Generalizable Person Re-identification by Domain-Invariant Mapping Network, IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019)
  • Sounak Dey, Pau Riba, Anjan Dutta, Josep Llados, Yi-Zhe Song, Doodle to Search: Practical Zero-Shot Sketch-based Image Retrieval, IEEE Conference on Computer Vision and Pattern Recognition (CVPR 2019, Oral)
  • K. Li, K. Pang, Y. Song, T. Xiang, T. M. Hospedales, H. Zhang, Towards A Deep Universal Sketch Perceptual Grouper, IEEE Transactions on Image Processing IEEE Transactions on Image Processing
  • Zhanyu Ma, Yuping Lai, W. Bastiaan Kleijn, Yi-Zhe Song, Liang Wang, Jun Guo, Variational Bayesian Learning for Dirichlet Process Mixture of Inverted Dirichlet Distributions in Non-Gaussian Image Feature Modeling, IEEE Transactions on Neural Networks Learning Systems
  • Yonggang Qi, Yi-Zhe Song, Sketch Fewer to Recognize More by Learning A Co-regularized Sparse Representation, IEEE Transactions on Circuits and Systems for Video Technology

2018

2017

2016

2015

2014

2013