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戴玉超
2018-04-28 10:01   审核人:

个人简介:戴玉超,西北工业大学电子信息学院教授,博士生导师,2017年入选中组部千人计划青年项目。于2005年、2008年和2012年分别获得西北工业大学学士、硕士和博士学位。2012年至2014年在澳大利亚国立大学计算机研究院从事博士后研究工作,2014年至2017年在澳大利亚国立大学工程研究院担任ARC DECRA学者。主要研究工作集中在计算机视觉、图像处理、人工智能、深度学习等领域,包括三维场景重建、动态场景分析、多视角几何、深度学习、人机交互、无人驾驶、视觉导航等。已在IEEE TPAMIIJCVPattern Recognition, ICCVCVPRECCV等国际顶级期刊和会议上发表论文50余篇。先后获得IEEE CVPR 2012最佳论文奖(大陆高校30年来首次获得该奖项),陕西省优秀博士论文,DICTA DSTO图像处理最佳基础贡献论文奖,CVPR2017非刚性结构与运动恢复挑战赛最佳算法奖,DICTA 2017最佳学生论文奖,APSIPA-ASC 2017最佳深度学习/机器学习论文奖和陕西省科技进步二等奖等奖项。主持和参与了澳大利亚研究委员会(ARC) DECRA项目,无人驾驶项目,探索类项目,工业连接类项目和国家自然科学基金等多个项目。

个人主页:http://teacher.nwpu.edu.cn/daiyuchao.html

代表论文:

[1] Jing Zhang, Tong Zhang, Yuchao Dai, Mehrtash Harandi, Richard Hartley. Deep Unsupervised Saliency Detection: A Multiple Noisy Labeling Perspective. IEEE CVPR 2018.

[2] Suryansh Kumar, Anoop Cherian, Yuchao Dai, Hongdong Li. Scalable Dense Non-rigid Structure-from-Motion: A Grassmannian Perspective. IEEE CVPR 2018.

[3] Liyuan Pan, Yuchao Dai, Miaomiao Liu, Fatih Porikli. Depth Map Completion by Jointly Exploiting Blurry Color Images and Sparse Depth Maps. WACV 2018.

[4] Liu Liu, Hongdong Li, Yuchao Dai and Quan Pan. Robust and Efficient Relative Pose with a Multi-camera System for Autonomous Driving in Highly Dynamic Environments. IEEE Transactions on Intelligent Transportation Systems (T-ITS). In Press.

[5] Suryansh Kumar, Yuchao Dai, Hongdong Li. Monocular Dense 3D Reconstruction of a Complex Dynamic Scene from Two Perspective Frames. IEEE ICCV 2017.

[6] Liu Liu, Hongdong Li, Yuchao Dai. Efficient Global 2D-3D Matching for Camera Localization in a Large-Scale 3D Map. IEEE ICCV 2017.

[7] Pan Ji, Hongdong Li, Yuchao Dai, Ian Reid. "Maximizing Rigidity" Revisisted: A Convex Programming Approach for Generic 3D Shape Reconstruction from Multiple Perspective Views. IEEE ICCV 2017.

[8] Liyuan Pan, Yuchao Dai, Miaomiao Liu, Fatih Porikli. Simultaneous Stereo Video Deblurring and Scene Flow Estimation. IEEE CVPR 2017.

[9] Suryansh Kumar, Yuchao Dai, Hongdong Li. Spatio-Temporal Union of Subspaces for Multi-body Non-rigid Structure-from-Motion. Pattern Recognition. 71(11): 428-443, 2017.

[10] Dingfu Zhou, Vincent Fremont, Benjamin Quost, Yuchao Dai, Hongdong Li. Moving Object Detection and Segmentation in Urban Environments from a Moving Platform. Image and Vision Computing special issue on Automotive Vision.

[11] Jing Zhang, Yuchao Dai, Bo Li, Mingyi He. Attention to the Scale: Deep Multi-Scale Salient Object Detection. DICTA 2017. (Best Student Paper Award).

[12]Yuchao Dai, Huizhong Deng, Mingyi He. Dense Non-Rigid Structure-from-Motion Made Easy – A Spatial-Temporal Smoothness Based Solution. ICIP 2017.

[13] Jing Zhang, Bo Li, Yuchao Dai, Fatih Polikli, Mingyi He. Integrated Deep and Shallow networks for salient object detection. ICIP 2017, Oral Presentation.

[14] Zhipeng Xiao, Hongdong Li, Dingfu Zhou, Yuchao Dai, Bin Dai. Accurate Extrinsic Calibration between Monocular Camera and Sparse 3D Lidar Points without Markers. IEEE Intelligent Vehicles Symposium (IV 2017).

[15] Jing Zhang, Yuchao Dai, Fatih Porikli. Deep Salient Object Detection by Integrating Multi-level Cues. WACV 2017.

[16] Jing Zhang, Yuchao Dai, Fatih Polikli, Mingyi He. Multi-Scale Salient Object Detection with Pyramid Spatial Pooling. APSIPA ASC 2017. (Best Machine Learning/Deep Learning Paper Award).

[17] Suryansh Kumar, Yuchao Dai, Hongdong Li. Multi-body Non-rigid Structure-from-Motion. 3DV 2016.

[18] Xibin Song, Yuchao Dai, Xueying Qin. Deep Depth Super-Resolution : Learning Depth Super-Resolution using Deep Convolutional Neural Network. ACCV 2016.

[19] Yuchao Dai, Hongdong Li, Laurent Kneip. Rolling Shutter Camera Relative Pose - Generalized Epipolar Geometry. CVPR 2016.

[20] Jiaolong Yang, Hongdong Li, Yuchao Dai, Robby Tan. Robust Optical Flow Estimation of Double-Layer Images under Transparency or Reflection. CVPR 2016.

[21] Dingfu Zhou, Yuchao Dai, Hongdong Li. Reliable Scale Estimation and Correction for Monocular Visual Odometry. IEEE Intelligent Vehicles Symposium (IV 2016).

[22] Huizhong Deng, Yuchao Dai. Pushing the limit of Non-rigid Structure-from-Motion by Shape Clustering. ICASSP 2016.

[23] Yuchao Dai, Hongdong Li. Simultaneous Correspondences Estimation and Non-rigid Structure Reconstruction. DICTA 2016.

[24] Bo Li, Chunhua Shen, Yuchao Dai, Anton van den Hengel, Mingyi He; Depth and Surface Normal Estimation From Monocular Images Using Regression on Deep Features and Hierarchical CRFs. IEEE CVPR 2015.

[25] Yuchao Dai, Hongdong Li, Mingyi He. “A simple prior-free method for nonrigid structure from motion factorization”. International Journal of Computer Vision (IJCV). 107(2) 101-122, 2014. (ISI Impact Factor=8.222) (IJCV is top journal in Artificial Intelligence and Image Processing.)

[26] Yuchao Dai, Hongdong Li. Rank minimization or Nuclear norm minimization: Are we solving the right problem? DICTA 2014. (The DSTO Best Fundamental Contribution to Image Processing Paper PrizeAwarded by Defence Science and Technology Organisation (DSTO).)

[27] Pan Ji, Hongdong Li, Mathieu Salzmann, Yuchao Dai: Robust Motion Segmentation with Unknown Correspondences. ECCV (6) 2014: 204-219

[28] Yuchao Dai, Hongdong Li, Mingyi He. “Projective Multi-view Structure and Motion from Element-wise Factorization”. IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI), vol.35, no.9, pp.2238-2251, Sept. 2013. (ISI Impact Factor=8.329) (TPAMI is top journal in Artificial Intelligence and Image Processing.)

[29] Richard Hartley, Jochen Trumpf, Yuchao Dai, and Hongdong Li. “Rotation Averaging”. International Journal of Computer Vision (IJCV).July 2013, Volume 103, Issue 3, pp 267-305 (ISI Impact Factor=8.222) (IJCV is top journal in Artificial Intelligence and Image Processing.)

[30] Jae-hak Kim*, Yuchao Dai*, Hongdong Li, Xin Du and Jonghyuk Kim, Multi-View 3D Reconstruction from Uncalibrated Radially-Symmetric Cameras. International Conference on Computer Vision, ICCV 2013 (* Equal Contribution).

[31] Jiaolong Yang, Yuchao Dai, Hongdong Li, Henry Gardner, and Yunde Jia. "Single-Shot Extrinsic Calibration of a Generically Configured RGB-D Camera Rig from Scene Constraints". ISMAR 2013. (Full paper, oral presentation, acceptance rate is 25.2%) .

[32] Yuchao Dai, Hongdong Li, Mingyi He. CVPR 2012. (Oral) [Acceptance rate is 2.5% , i.e. 48 papers accepted as oral, out of 1933 submissions] Winner of CVPR Best Paper Award 2012. Video Code (Matlab source code is freely available for academic users.)

[33] Yuchao Dai, Mingyi He, Hongdong Li, Bo Li. Generic Smoothness Constrained 3D Trajectory Reconstruction of Moving Object from Monocular Video. China Science: Information Science. 2012, 42(8):988-1006.

[34] Yuchao Dai, Mingyi He, Hongdong Li, Richard Hartley, Factorization-based Structure-and-motion Computation for Generalized Camera Model. IEEE International Conference on Signal Processing, Communications and Computing, 2011 (ICSPCC 2011), 1-6.

[35] Yuchao Dai, Hongdong Li, Mingyi He. Element-wise Factorization for N-View Projective Reconstruction. ECCV2010.

[36] Richard Hartley, Jochen Trumpf, Yuchao Dai, Rotation averaging and weak convexity. In Proceedings of the 19th International Symposium on Mathematical Theory of Networks and Systems (MTNS), pages 2435-2442, 2010.

[37] Yuchao Dai, Jochen Trumpf, Hongdong Li, Nick Barnes, Richad Hartley, Rotation Averaging with Application to Camera-Rig Calibration, In Asian Conference on Computer Vision(ACCV 2009)

 

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