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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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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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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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Domain Generalization: A Survey


Mar 31, 2021
Kaiyang Zhou, Ziwei Liu, Yu Qiao, Tao Xiang, Chen Change Loy

* v3: um, nothing new, except a little rewording in the abstract 

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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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Few-shot Action Recognition with Prototype-centered Attentive Learning


Feb 03, 2021
Xiatian Zhu, Antoine Toisoul, Juan-Manuel Prez-Ra, Li Zhang, Brais Martinez, Tao Xiang

* 10 pages, 4 figures 

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Contrastive Prototype Learning with Augmented Embeddings for Few-Shot Learning


Jan 23, 2021
Yizhao Gao, Nanyi Fei, Guangzhen Liu, Zhiwu Lu, Tao Xiang, Songfang Huang


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Local Black-box Adversarial Attacks: A Query Efficient Approach


Jan 04, 2021
Tao Xiang, Hangcheng Liu, Shangwei Guo, Tianwei Zhang, Xiaofeng Liao

* This work has been submitted to the IEEE for possible publication 

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Rethinking Semantic Segmentation from a Sequence-to-Sequence Perspective with Transformers


Dec 31, 2020
Sixiao Zheng, Jiachen Lu, Hengshuang Zhao, Xiatian Zhu, Zekun Luo, Yabiao Wang, Yanwei Fu, Jianfeng Feng, Tao Xiang, Philip H. S. Torr, Li Zhang

* project page at https://fudan-zvg.github.io/SETR/ 

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Margin-Based Transfer Bounds for Meta Learning with Deep Feature Embedding


Dec 02, 2020
Jiechao Guan, Zhiwu Lu, Tao Xiang, Timothy Hospedales

* 14 pages, 2 figures 

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Boundary-sensitive Pre-training for Temporal Localization in Videos


Nov 24, 2020
Mengmeng Xu, Juan-Manuel Perez-Rua, Victor Escorcia, Brais Martinez, Xiatian Zhu, Li Zhang, Bernard Ghanem, Tao Xiang

* 11 pages, 4 figures 

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The Hidden Vulnerability of Watermarking for Deep Neural Networks


Sep 18, 2020
Shangwei Guo, Tianwei Zhang, Han Qiu, Yi Zeng, Tao Xiang, Yang Liu


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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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On Learning Semantic Representations for Million-Scale Free-Hand Sketches


Jul 07, 2020
Peng Xu, Yongye Huang, Tongtong Yuan, Tao Xiang, Timothy M. Hospedales, Yi-Zhe Song, Liang Wang

* arXiv admin note: substantial text overlap with arXiv:1804.01401 

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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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Egocentric Action Recognition by Video Attention and Temporal Context


Jul 03, 2020
Juan-Manuel Perez-Rua, Antoine Toisoul, Brais Martinez, Victor Escorcia, Li Zhang, Xiatian Zhu, Tao Xiang

* EPIC-Kitchens [email protected] 2020 

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Differentially Private Decentralized Learning


Jun 14, 2020
Shangwei Guo, Tianwei Zhang, Tao Xiang, Yang Liu


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Long-Term Cloth-Changing Person Re-identification


May 27, 2020
Xuelin Qian, Wenxuan Wang, Li Zhang, Fangrui Zhu, Yanwei Fu, Tao Xiang, Yu-Gang Jiang, Xiangyang Xue

* 24 pages, 10 figures, 5 tables 

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Knowing What, Where and When to Look: Efficient Video Action Modeling with Attention


Apr 02, 2020
Juan-Manuel Perez-Rua, Brais Martinez, Xiatian Zhu, Antoine Toisoul, Victor Escorcia, Tao Xiang


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Domain-Adaptive Few-Shot Learning


Mar 19, 2020
An Zhao, Mingyu Ding, Zhiwu Lu, Tao Xiang, Yulei Niu, Jiechao Guan, Ji-Rong Wen, Ping Luo


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