Publications

Journal Papers

2018

Y. Fu, T. Xiang, Y-G Jiang, X. Xue, L. Sigal, S. Gong. Recent Advances in Zero-Shot Recognition: Towards Data-Efficient Understanding of Visual Content. IEEE Signal Processing Magazine (ISPM), Vol. 35, No. 1, pp. 112-125, January 2018.

Z. Shi, Y. Yang, T. Hospedales and T. Xiang. Weakly-Supervised Image Annotation and Segmentation with Objects and Attributes, IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), to appear.

K. Li, K. Pang, Y. Song, T. Hospedales, T. Xiang and H. Zhang. Synergistic Instance-Level Subspace Alignment for Fine-Grained Sketch-based Image Retrieval, IEEE Transactions on Image Processing (TIP), to appear.

2017

Z. Fu, T. Xiang, E. Kodirov and S. Gong. Zero-Shot Learning on Semantic Class Prototype Graph. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), in print, 2017.

J. Wang, X. Zhu and S. Gong. Discovering Visual Concept Structure with Sparse and Incomplete Tags. Artificial Intelligence (AI), Vol. 250, pp. 16-36, September 2017. 

Q. Yu, Y. Yang, F. Liu, Y-Z. Song, T. Xiang and T. Hospedales. Sketch-a-Net: a Deep Neural Network that Beats Humans, International Journal of Computer Vision (IJCV), vol 122, no. 3 (2017): 411-425.

X. Xu, T. Hospedales and S. Gong. Transductive Zero-Shot Action Recognition by Word-Vector Embedding. International Journal of Computer Vision (IJCV)Vol. 123, No. 3, pp. 309-333, July 2017.

X. Xu, T. Hospedales and S. Gong. Discovery of Shared Semantic Spaces for Multi-Scene Video Query and Summarisation. IEEE Transactions on Circuits and Systems for Video Technology (TCSVC), Vol. 27, No. 6, pp. 1353-1367, June 2017.

X. Ma, X. Zhu, S. Gong, X. Xie, J. Hu, K-M. Lam and Y. Zhong. Person Re-Identification by Unsupervised Video Matching. Pattern Recognition (PR), Vol. 65, pp. 197-210, May 2017.

V. Murino, S. Gong, C.C. Loy and L. Bazanni. Image and Video Understanding in Big Data. Computer Vision and Image Understanding (CVIU), Vol. 156, pp. 1-3, March 2017.

[Full list]

 

Conference Papers

2018

J. Wang, X. Zhu, S. Gong, W. Li. Transferable Joint Attribute-Identity Deep Learning for Unsupervised Person Re-Identification. CVPR2018.

W. Li, X. Zhu, S. Gong. Harmonious Attention Network for Person Re-Identification. CVPR2018.

Y. Zhang, T. Xiang, T. Hospedales and H. Lu. Deep Mutual Learning. CVPR2018.

F. Sung, Y. Yang, L. Zhang, T. Xiang, P. Torr and T. Hospedales. Learning to Compare: Relation Network for Few-Shot Learning. CVPR2018.

X. Chang, T. Xiang and T. Hospedales. Multi-Level Factorisation Net for Person Re-Identification. CVPR2018.

X. Chang, T. Xiang and T. Hospedales. Scalable and Effective Deep CCA via Soft Decorrelation. CVPR2018.

F. Liu, T. Xiang, T. Hospedales, W. Yang and C. Sun. iVQA: Inverse Visual Question Answering. CVPR2018.

Jifei Song, Kaiyue Pang, Yi-Zhe Song, Tao Xiang, Tim Hospedales.
Learning to Sketch with Shortcut Cycle Consistency. CVPR2018.

Conghui Hu, Da Li, Yi-Zhe Song, Tao Xiang, Tim Hospedales. Sketch-a-Classifier: Sketch-based Photo Classifier Generation. CVPR2018.

Umar Muhammad, Yongxin Yang, Yi-Zhe Song, Tao Xiang, Tim Hospedales. Learning Deep Sketch Abstraction. CVPR2018.

Peng Xu, Yongye Huang, Tongtong Yuan, Kaiyue Pang, Yi-Zhe Song, Tao Xiang, Tim Hospedales, Zhanyu Ma, Jun Guo. SketchMate: Deep Hashing for Million-Scale Human Sketch Retrieval. CVPR2018.

J. Jiao, W-S. Zheng, A. Wu, X. Zhu, S. Gong. Deep Low-Resolution Person Re-Identification . AAAI2018.

Da Li, Yongxin Yang, Yi-Zhe Song and Timothy M. Hospedales. Learning to Generalize: Meta-Learning for Domain Generalization. AAAI2018.

Kaiyang Zhou, Yu Qiao, Tao Xiang. Deep Reinforcement Learning for Unsupervised Video Summarization with Diversity-Representativeness Reward. AAAI2018.

2017

E. Kodirov, T. Xiang and S. Gong. Semantic Autoencoder for Zero-Shot Learning. CVPR2017.

L. Zhang, T. Xiang and S. Gong. Learning a Deep Embedding Model for Zero-Shot Learning. CVPR2017.

F. Liu, T. Xiang, T. Hospedales, W. Yang and C. Sun. Semantic Regularisation for Recurrent Image Annotation. CVPR2017.

Q. Dong, S. Gong and X. Zhu. Class Rectification Hard Mining for Imbalanced Deep Learning. ICCV2017.

J. Wang, X. Zhu, S. Gong and W. Li. Attribute Recognition by Joint Recurrent Learning of Context and Correlation. ICCV2017.

A. Wu, W-S. Zheng, H-X. Yu, S. Gong and J. Lai. RGB-Infrared Cross-Modality Person Re-Identification. ICCV2017.

J. Song, Q. Yu, Y. Song, T. Xiang and T. Hospedales. Deep Spatial-Semantic Attention for Fine-Grained Sketch-Based Image Retrieval. ICCV2017.

Y. Chen, X. Zhu and S. Gong. Person Re-Identification by Deep Learning Multi-Scale Representations. Workshop on Cross-Domain Human Identification, ICCV2017.

H. Su, S. Gong and X. Zhu. WebLogo-2M: Scalable Logo Detection by Deep Learning from the Web. Workshop on Web-Scale Vision and Social Media, ICCV2017.

Lan, H. Wang, S. Gong and X. Zhu.Deep Reinforcement Learning Attention Selection For Person Re-Identification. BMVC2017.

J. Song, Y. Song, T. Xiang and T. Hospedales. Fine-Grained Image Retrieval: the Text/Sketch Input Dilemma. BMVC2017.

K. Pang, Y. Song, T. Xiang and T. Hospedales, Cross-domain Generative Learning for Fine-Grained Sketch-Based Image Retrieval. BMVC2017.

W. Li, X. Zhu and S. Gong. Person Re-Identification by Deep Joint Learning of Multi-Loss Classification. IJCAI2017.

A. Schumann, S. Gong and T. Schuchert. Deep Learning Prototype Domains for Person Re-Identification. ICIP2017.

A. Kanaci, X. Zhu and S. Gong. Vehicle Re-Identification by Fine-Grained Cross-Level Deep Learning. 5th Activity Monitoring by Multiple Distributed Sensing Workshop, BMVC2017.

Q. Dong, S. Gong and X. Zhu. Multi-Task Curriculum Transfer Deep Learning of Clothing Attributes. WACV2017.

H. Su, X. Zhu and S. Gong. Deep Learning Logo Detection with Data Expansion by Synthesising Context. WACV2017.

[Full list]