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Don't Wait, Just Weight: Improving Unsupervised Representations by Learning Goal-Driven Instance Weights

Jun 22, 2020
Linus Ericsson, Henry Gouk, Timothy M. Hospedales


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Online Meta-Critic Learning for Off-Policy Actor-Critic Methods

Mar 11, 2020
Wei Zhou, Yiying Li, Yongxin Yang, Huaimin Wang, Timothy M. Hospedales


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Sketch Less for More: On-the-Fly Fine-Grained Sketch Based Image Retrieval

Mar 05, 2020
Ayan Kumar Bhunia, Yongxin Yang, Timothy M. Hospedales, Tao Xiang, Yi-Zhe Song

* IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2020 

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Unlimited Resolution Image Generation with R2D2-GANs

Mar 02, 2020
Marija Jegorova, Antti Ilari Karjalainen, Jose Vazquez, Timothy M. Hospedales

* Accepted to OCEANS2020 Singapore 

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Fine-Grained Instance-Level Sketch-Based Video Retrieval

Feb 21, 2020
Peng Xu, Kun Liu, Tao Xiang, Timothy M. Hospedales, Zhanyu Ma, Jun Guo, Yi-Zhe Song


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Distance-Based Regularisation of Deep Networks for Fine-Tuning

Feb 19, 2020
Henry Gouk, Timothy M. Hospedales, Massimiliano Pontil


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Deep clustering with concrete k-means

Oct 17, 2019
Boyan Gao, Yongxin Yang, Henry Gouk, Timothy M. Hospedales


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On Understanding Knowledge Graph Representation

Sep 25, 2019
Carl Allen, Ivana Balazevic, Timothy M. Hospedales


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Goal-Driven Sequential Data Abstraction

Aug 08, 2019
Umar Riaz Muhammad, Yongxin Yang, Timothy M. Hospedales, Tao Xiang, Yi-Zhe Song

* Accepted at ICCV 2019 

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Measuring the Transferability of Adversarial Examples

Jul 14, 2019
Deyan Petrov, Timothy M. Hospedales


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Frustratingly Easy Person Re-Identification: Generalizing Person Re-ID in Practice

May 09, 2019
Jieru Jia, Qiuqi Ruan, Timothy M. Hospedales

* 9 pages,2 figures 

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Investigating Generalisation in Continuous Deep Reinforcement Learning

Feb 20, 2019
Chenyang Zhao, Olivier Sigaud, Freek Stulp, Timothy M. Hospedales


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Episodic Training for Domain Generalization

Jan 31, 2019
Da Li, Jianshu Zhang, Yongxin Yang, Cong Liu, Yi-Zhe Song, Timothy M. Hospedales

* technical report 

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Feature-Critic Networks for Heterogeneous Domain Generalization

Jan 31, 2019
Yiying Li, Yongxin Yang, Wei Zhou, Timothy M. Hospedales


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TuckER: Tensor Factorization for Knowledge Graph Completion

Jan 28, 2019
Ivana Balažević, Carl Allen, Timothy M. Hospedales


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Disjoint Label Space Transfer Learning with Common Factorised Space

Dec 06, 2018
Xiaobin Chang, Yongxin Yang, Tao Xiang, Timothy M. Hospedales

* AAAI-19 

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Deep Comparison: Relation Columns for Few-Shot Learning

Nov 20, 2018
Xueting Zhang, Flood Sung, Yuting Qiang, Yongxin Yang, Timothy M. Hospedales

* 10 pages, 5 figures 

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Hypernetwork Knowledge Graph Embeddings

Oct 18, 2018
Ivana Balazevic, Carl Allen, Timothy M. Hospedales


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Dynamic Ensemble Active Learning: A Non-Stationary Bandit with Expert Advice

Sep 29, 2018
Kunkun Pang, Mingzhi Dong, Yang Wu, Timothy M. Hospedales

* This work has been accepted at ICPR2018 and won Piero Zamperoni Best Student Paper Award 

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Deep Factorised Inverse-Sketching

Aug 07, 2018
Kaiyue Pang, Da Li, Jifei Song, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales

* Accepted to ECCV 2018 

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Universal Perceptual Grouping

Aug 07, 2018
Ke Li, Kaiyue Pang, Jifei Song, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales, Honggang Zhang

* Accepted ECCV 2018 

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Deep Neural Decision Trees

Jun 19, 2018
Yongxin Yang, Irene Garcia Morillo, Timothy M. Hospedales

* presented at 2018 ICML Workshop on Human Interpretability in Machine Learning (WHI 2018), Stockholm, Sweden 

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Sketch-a-Classifier: Sketch-based Photo Classifier Generation

Apr 30, 2018
Conghui Hu, Da Li, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales

* published in CVPR2018 as spotlight 

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Multi-Level Factorisation Net for Person Re-Identification

Apr 17, 2018
Xiaobin Chang, Timothy M. Hospedales, Tao Xiang

* To Appear at CVPR2018 

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Learning Deep Sketch Abstraction

Apr 13, 2018
Umar Riaz Muhammad, Yongxin Yang, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales

* This paper is accepted at CVPR 2018 as poster 

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The Devil is in the Middle: Exploiting Mid-level Representations for Cross-Domain Instance Matching

Apr 04, 2018
Qian Yu, Xiaobin Chang, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales

* Reference updated 

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SketchMate: Deep Hashing for Million-Scale Human Sketch Retrieval

Apr 04, 2018
Peng Xu, Yongye Huang, Tongtong Yuan, Kaiyue Pang, Yi-Zhe Song, Tao Xiang, Timothy M. Hospedales, Zhanyu Ma, Jun Guo

* Accepted by CVPR2018 

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Learning to Compare: Relation Network for Few-Shot Learning

Mar 27, 2018
Flood Sung, Yongxin Yang, Li Zhang, Tao Xiang, Philip H. S. Torr, Timothy M. Hospedales

* To appear in CVPR2018 

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