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MixStyle Neural Networks for Domain Generalization and Adaptation


Jul 05, 2021
Kaiyang Zhou, Yongxin Yang, Yu Qiao, Tao Xiang

* Extension of https://openreview.net/forum?id=6xHJ37MVxxp. Code available at https://github.com/KaiyangZhou/mixstyle-release 

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EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization


Jun 19, 2021
Ondrej Bohdal, Yongxin Yang, Timothy Hospedales


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Residual Contrastive Learning for Joint Demosaicking and Denoising


Jun 18, 2021
Nanqing Dong, Matteo Maggioni, Yongxin Yang, Eduardo PĂ©rez-Pellitero, Ales Leonardis, Steven McDonagh


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Meta-Calibration: Meta-Learning of Model Calibration Using Differentiable Expected Calibration Error


Jun 17, 2021
Ondrej Bohdal, Yongxin Yang, Timothy Hospedales


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Towards Unsupervised Sketch-based Image Retrieval


May 18, 2021
Conghui Hu, Yongxin Yang, Yunpeng Li, Timothy M. Hospedales, Yi-Zhe Song

* 10 pages, 6 figures 

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Domain Generalization with MixStyle


Apr 05, 2021
Kaiyang Zhou, Yongxin Yang, Yu Qiao, Tao Xiang

* ICLR 2021; Code is available at https://github.com/KaiyangZhou/mixstyle-release 

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Pinpointing the Memory Behaviors of DNN Training


Apr 01, 2021
Jiansong Li, Xiao Dong, Guangli Li, Peng Zhao, Xueying Wang, Xiaobing Chen, Xianzhi Yu, Yongxin Yang, Zihan Jiang, Wei Cao, Lei Liu, Xiaobing Feng

* Submitted to ISPASS'21 poster 

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StyleMeUp: Towards Style-Agnostic Sketch-Based Image Retrieval


Mar 31, 2021
Aneeshan Sain, Ayan Kumar Bhunia, Yongxin Yang, Tao Xiang, Yi-Zhe Song

* IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2021 

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Cloud2Curve: Generation and Vectorization of Parametric Sketches


Mar 29, 2021
Ayan Das, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song

* Accepted at CVPR 2021 (Poster) 

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More Photos are All You Need: Semi-Supervised Learning for Fine-Grained Sketch Based Image Retrieval


Mar 25, 2021
Ayan Kumar Bhunia, Pinaki Nath Chowdhury, Aneeshan Sain, Yongxin Yang, Tao Xiang, Yi-Zhe Song

* IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2021 Code : https://github.com/AyanKumarBhunia/semisupervised-FGSBIR 

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Vectorization and Rasterization: Self-Supervised Learning for Sketch and Handwriting


Mar 25, 2021
Ayan Kumar Bhunia, Pinaki Nath Chowdhury, Yongxin Yang, Timothy M. Hospedales, Tao Xiang, Yi-Zhe Song

* IEEE Conf. on Computer Vision and Pattern Recognition (CVPR), 2021 Code : https://github.com/AyanKumarBhunia/Self-Supervised-Learning-for-Sketch 

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Context-Aware Layout to Image Generation with Enhanced Object Appearance


Mar 22, 2021
Sen He, Wentong Liao, Michael Ying Yang, Yongxin Yang, Yi-Zhe Song, Bodo Rosenhahn, Tao Xiang

* CVPR 2021 

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Tensor Composition Net for Visual Relationship Prediction


Dec 10, 2020
Yuting Qiang, Yongxin Yang, Yanwen Guo, Timothy M. Hospedales


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Cross-Modal Hierarchical Modelling for Fine-Grained Sketch Based Image Retrieval


Aug 11, 2020
Aneeshan Sain, Ayan Kumar Bhunia, Yongxin Yang, Tao Xiang, Yi-Zhe Song

* Accepted for ORAL presentation in BMVC 2020 

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BĂ©zierSketch: A generative model for scalable vector sketches


Jul 14, 2020
Ayan Das, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song

* Accepted as poster at ECCV 2020 

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Learning to Generate Novel Domains for Domain Generalization


Jul 07, 2020
Kaiyang Zhou, Yongxin Yang, Timothy Hospedales, Tao Xiang

* To appear in ECCV'20 

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Augmented Sliced Wasserstein Distances


Jun 17, 2020
Xiongjie Chen, Yongxin Yang, Yunpeng Li

* 16 pages, 5 figures 

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Flexible Dataset Distillation: Learn Labels Instead of Images


Jun 15, 2020
Ondrej Bohdal, Yongxin Yang, Timothy Hospedales


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Sequential Learning for Domain Generalization


Apr 03, 2020
Da Li, Yongxin Yang, Yi-Zhe Song, Timothy Hospedales

* tech report 

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DADA: Differentiable Automatic Data Augmentation


Mar 28, 2020
Yonggang Li, Guosheng Hu, Yongtao Wang, Timothy Hospedales, Neil M. Robertson, Yongxin Yang


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Domain Adaptive Ensemble Learning


Mar 16, 2020
Kaiyang Zhou, Yongxin Yang, Yu Qiao, Tao Xiang

* Tech report 

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Deep Domain-Adversarial Image Generation for Domain Generalisation


Mar 12, 2020
Kaiyang Zhou, Yongxin Yang, Timothy Hospedales, Tao Xiang

* 8 pages 

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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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Learning Generalisable Omni-Scale Representations for Person Re-Identification


Oct 22, 2019
Kaiyang Zhou, Yongxin Yang, Andrea Cavallaro, Tao Xiang

* Extension of conference version: arXiv:1905.00953. Source code: https://github.com/KaiyangZhou/deep-person-reid 

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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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