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Imbalance Robust Softmax for Deep Embeeding Learning


Nov 23, 2020
Hao Zhu, Yang Yuan, Guosheng Hu, Xiang Wu, Neil Robertson

* has been accepted by ACCV 2020 

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Learning Flow-based Feature Warping for Face Frontalization with Illumination Inconsistent Supervision


Sep 09, 2020
Yuxiang Wei, Ming Liu, Haolin Wang, Ruifeng Zhu, Guosheng Hu, Wangmeng Zuo

* ECCV 2020. Code is available at: https://github.com/csyxwei/FFWM 

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Salvage Reusable Samples from Noisy Data for Robust Learning


Aug 06, 2020
Zeren Sun, Xian-Sheng Hua, Yazhou Yao, Xiu-Shen Wei, Guosheng Hu, Jian Zhang

* accepted by ACM MM 2020 

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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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MetaMixUp: Learning Adaptive Interpolation Policy of MixUp with Meta-Learning


Aug 27, 2019
Zhijun Mai, Guosheng Hu, Dexiong Chen, Fumin Shen, Heng Tao Shen


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Ranked List Loss for Deep Metric Learning


Apr 16, 2019
Xinshao Wang, Yang Hua, Elyor Kodirov, Guosheng Hu, Romain Garnier, Neil M. Robertson

* CVPR19, Deep Metric Learning/Feature Embedding, Learning Representations, Image Retrieval/Clustering 

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Semantic Alignment: Finding Semantically Consistent Ground-truth for Facial Landmark Detection


Mar 26, 2019
Zhiwei Liu, Xiangyu Zhu, Guosheng Hu, Haiyun Guo, Ming Tang, Zhen Lei, Neil M. Robertson, Jinqiao Wang

* Accepted at CVPR 2019 

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Learning Symmetry Consistent Deep CNNs for Face Completion


Dec 19, 2018
Xiaoming Li, Ming Liu, Jieru Zhu, Wangmeng Zuo, Meng Wang, Guosheng Hu, Lei Zhang


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Deep Metric Learning by Online Soft Mining and Class-Aware Attention


Nov 04, 2018
Xinshao Wang, Yang Hua, Elyor Kodirov, Guosheng Hu, Neil M. Robertson

* Deep Metric Learning, Person Re-identification (AAAI 2019) 

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Frankenstein: Learning Deep Face Representations using Small Data


Sep 21, 2017
Guosheng Hu, Xiaojiang Peng, Yongxin Yang, Timothy Hospedales, Jakob Verbeek

* IEEE TIP 

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Dictionary Integration using 3D Morphable Face Models for Pose-invariant Collaborative-representation-based Classification


Nov 25, 2016
Xiaoning Song, Zhen-Hua Feng, Guosheng Hu, Josef Kittler, William Christmas, Xiao-Jun Wu


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When Face Recognition Meets with Deep Learning: an Evaluation of Convolutional Neural Networks for Face Recognition


Apr 09, 2015
Guosheng Hu, Yongxin Yang, Dong Yi, Josef Kittler, William Christmas, Stan Z. Li, Timothy Hospedales

* 7 pages, 4 figures, 7 tables 

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Identifying Similar Patients Using Self-Organising Maps: A Case Study on Type-1 Diabetes Self-care Survey Responses


Mar 21, 2015
Santosh Tirunagari, Norman Poh, Guosheng Hu, David Windridge

* 01-05 pages 

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