Mr Xin Yu
Doctor of Philosophy
Research Fellow
ANU College of Engineering, Computing and Cybernetics
Areas of expertise
- Signal Processing 090609
- Artificial Intelligence And Image Processing 0801
Research interests
Machine Learning, Computer Vision, and Image Processing, such as image denoising, super-resolution, deblurring, and 6 DOF object pose estimation
Biography
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.
Publications
- Yan, H, Yu, X, Zhang, Y et al 2019, 'Single Image Depth Estimation with Normal Guided Scale Invariant Deep Convolutional Fields', IEEE Transactions on Circuits and Systems for Video Technology, vol. 29, no. 1, pp. 80-92.
- Li, L, zhang, S, Yu, X et al 2018, 'PMSC: PatchMatch-Based Superpixel Cut for Accurate Stereo Matching', IEEE Transactions on Circuits and Systems for Video Technology, vol. 28, no. 3, pp. 679-692.
- X. Yu, F. Porikli, 2018, 'Imagining the Unimaginable Faces by Deconvolutional Networks', IEEE Transactions on Image Processing, vol. 27, no. 6, pp. 2747-2761.
- X. Yu, F. Porikli, 2017, 'Face hallucination with tiny unaligned images by transformative discriminative neural networks', 31st AAAI Conference on Artificial Intelligence, AAAI 2017, pp. 4327-4333.
- X. Yu, F. Porikli, 2017, 'Hallucinating very low-Resolution unaligned and noisy face images by transformative discriminative autoencoders', 30th IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2017, pp. 5367-5375.
- X. Yu, F. Porikli, 2016, 'Ultra-resolving face images by discriminative generative networks', European Conference on Computer Vision, ECCV 2016, pp. 318-333.