Dr Xin Yu

Research Fellow
Ph.D
(02) 6125 7253

I am a research fellow at Australian National University (ANU). Previously, I received my Ph.D degree from Australian National Unversity under the supervision of Prof. Richard Hartley, Prof. Fatih Porikli and Dr. Basura Fernando. I also received Ph.D from Tsinghua University under the supervision of Prof. Li Zhang. My research interest is Deep Learning, Computer Vision, and Image Processing.

Deep Learning: Few shot learning, metric learning and image/video representation

Computer Vision:Face analysis, object pose estimation, scene understanding and visual navigation

Low-level Image Processing Tasks: Image deblurring, deraining and denoising, as well as defocus estimation, etc.

[1] Xin Yu, Basura Fernando, Fatih Porikli, Richard Hartley: Hallucinating UnalignedFace Images by Multiscale Transformative Discriminative Networks. (Accepted by International Journal of Computer Vision).

[2] Xin Yu, Basura Fernando, Richard Hartley, Fatih Porikli: Semantic Face Hallucination: Super-Resolving Very Low-Resolution Face Images with Supplementary Attributes.IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019.

[3] Xin Yu, Fatemeh Shiri, Bernard Ghanem, Fatih Porikli: Can We See More? Joint Frontalization and Hallucination of Non-frontal Tiny Faces by Transformative Adversarial Neural Networks.IEEE Transactions on Pattern Analysis and MachineIntelligence, 2019.

[4] Fatemeh Shiri, Xin Yu, Fatih Porikli, Richard Hartley, Piotr Koniusz: Face Recovery from Stylized Portraits. International Journal of Computer Vision. 2019. 

[5] Xin Yu, Basura Fernando, Bernard Ghanem, Fatih Porikli, Richard Hartley, Face Super-resolution Guided by Facial Component Heatmaps. ECCV, 2018.

[6] Xin Yu, Basura Fernando, Richard Hartley, Fatih Porikli: Super-Resolving Very Low-Resolution Face Images with Supplementary Attributes. CVPR, 2018.

[7] Xin Yu, Fatih Porikli: Imagining the Unimaginable Faces by Deconvolutional Networks. IEEE Transactions on Image Processing, 2018.

[8] Xin Yu, Fatih Porikli: Hallucinating Very Low-Resolution Unaligned and Noisy Face Images by Transformative Discriminative Autoencoders. CVPR, 2017.

[9] Xin Yu, Fatih Porikli: Face Hallucination with Tiny Unaligned Images by Transformative Discriminative Neural Networks. AAAI, 2017.

[10] Xin Yu, Fatih Porikli: Ultra-Resolving Face Images by Discriminative Generative Networks. ECCV, 2016

[11] Xin Yu, Feng Xu, Shunli Zhang, Li Zhang: Efficient Patch-wise Non-uniform Deblurring for a Single Image.IEEE Transactions on Multimedia. 16(6):1510-1524, 2014

[12] Xin Yu, Xiaolin Zhao, Yao Sui, and Li Zhang: Handling noise in single image defocus map estimation by using directional filters.Optics Letters. 39(21): 6281-6284, 2014.

Journal Peer Review: IJCV, IEEE TIP, IEEE TCSVT, IEEE TMM, IVC, MVAP, Signal Processing Letter, JEI

Conference Peer Review: CVPR2018, CVPR2019, ICCV2019, WACV2018, WACV2019

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