Gaochang Wu, 吴高昌

Gaochang Wu, 吴高昌
Mail to: wugc@mail.neu.edu.cn
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Welcome to my homepage. I am currently an associate professor/PhD supervisor in the State Key Laboratory of Synthetical Automation for Process Industries (SAPI), Northeastern University (China). My supervisor is Prof. Tianyou Chai. My current research interests include light field processing, machine learning and working condition recognition in industrial fields.

We are searching for masters and PhDs who are engaged or interested in the above research areas. Those who are interested are encouraged to contact me: wugc@mail.neu.edu.cn.

Selected Publications
		Cross-Modal Learning for Anomaly Detection in Complex Industrial Process: Methodology and Benchmark[J] IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT), Accepted Gaochang Wu, Yapeng Zhang, Lan Deng, Jingxin Zhang, Tianyou Chai [ Project page ] [ Paper ] [ Code ]
		Disentangling Light Fields for Super-Resolution and Disparity Estimation[J] IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), Accepted Yingqian Wang, Longguang Wang, Gaochang Wu, Jungang Yang, Wei An, Jingyi Yu, Yulan Guo [ Project page ] [ Paper ] [ Video ] [ Code ]
		Revisiting Light Field Rendering with Deep Anti-Aliasing Neural Network[J] IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), Accepted Gaochang Wu, Yebin Liu, Lu Fang, Tianyou Chai [ Project page ] [ Paper ] [ Video 1 ] [ Video 2 ] [ Code ]
		Spatial-Angular Attention Network for Light Field Reconstruction[J] IEEE Transactions on Image Processing (IEEE TIP), Accepted Gaochang Wu, Yingqian Wang, Yebin Liu, Lu Fang, Tianyou Chai [ Project page ] [ Paper ] [ Video ] [ Code ]
		LocalTrans: A Multiscale Local Transformer Network for Cross-Resolution Homography Estimation[C] IEEE International Conference on Computer Vision (IEEE ICCV), 2021 Ruizhi Shao, Gaochang Wu, Yuemei Zhou, Ying Fu, Yebin Liu [ Project page ] [ Paper ] [ Video ]
		Cross-MPI: Cross-scale Stereo for Image Super-Resolution using Multiplane Images[C] IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2021 Yuemei Zhou, Gaochang Wu, Ying Fu, Kun Li, Yebin Liu [ Project page ] [ Paper ] [ Video ] [ Code ]
		LapEPI-Net: A Laplacian Pyramid EPI structure for Learning-based Dense Light Field Reconstruction [J] arXiv:1902.06221 Gaochang Wu, Yebin Liu, Lu Fang, Tianyou Chai [ Project page ] [ Paper ] [ Video ] [ Code ]
		Learning Sheared EPI Structure for Light Field Reconstruction [J] IEEE Transactions on Image Processing (IEEE TIP), 2019 Gaochang Wu, Yebin Liu, Qionghai Dai, Tianyou Chai [ Project page ] [ Paper ] [ Video ] [ Code ]
		Light Field Reconstruction Using Convolutional Network on EPI and Extended Applications [J] IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI), 2019 Gaochang Wu, Yebin Liu, Lu Fang, Qionghai Dai, Tianyou Chai [ Project page ] [ Paper ] [ Video1 ] [ Video2 ] [ Supplementary file ] [ Code ]
		Joint View Synthesis and Disparity Refinement for Stereo Matching [J] Frontiers of Computer Science, 2019 Gaochang Wu, Yipeng Li, Yuanhao Huang, Yebin Liu [ Project page ] [ Paper ]
		Abnormal Condition Diagnosis based on Deep Learning of Image Sequences for Fused Magnesium Furnaces [J] ACTA Automatica Sinica (CN), 2019 Gaochang Wu, Qiang Liu, Tianyou Chai, S. Joe Qin [ Project page ] [ Paper ]
		Light Field Reconstruction Using Deep Convolutional Network on EPI [C] IEEE Conference on Computer Vision and Pattern Recognition (IEEE CVPR), 2017 Gaochang Wu, Mandan Zhao, Liangyong Wang, Qionghai Dai, Tianyou Chai, Yebin Liu [ Project page] [Paper] [Video] [ Code ]
		Light Field Image Processing: An Overview [J] IEEE Journal of Selected Topics in Signal Processing, 2017 Gaochang Wu, Belen Masia, Adrian Jarabo, Yuchen Zhang, Liangyong Wang, Qionghai Dai, Tianyou Chai, Yebin Liu [ Project page ] [ Paper ]
		Cross-Scale Reference-based Light Field Super-Resolution [J] IEEE Transactions on Computational Imaging (IEEE TCI), 2018 Mandan Zhao, Gaochang Wu, Yipeng Li, Xiangyang Hao, Lu Fang, Yebin Liu [ Project page ] [ Paper ]
		Automatic determination of cutoff frequency for filter design using neuro-fuzzy systems [J] Neurocomputing, 2015 Yongfu Wang, Gaochang Wu, Gang (Sheng) Chen [ Paper ]
		Data mining based noise diagnosis and fuzzy filter design for image processing [J] Computers & Electrical Engineering, 2014 Yongfu Wang, Gaochang Wu, Gang (Sheng) Chen, Tianyou Chai [ Paper ]

Experience
· Northeastern University (Associate Professor) State Key Laboratory of Synthetical Automation for Process Industries (SAPI)	October, 2020 - Present
· Northeastern University (PhD) State Key Laboratory of Synthetical Automation for Process Industries (SAPI) Prof. Tianyou Chai	September, 2015 - October, 2020
· Tsinghua University (Visiting PhD Student) Department of Automation, BBNC Lab Prof. Qionghai Dai, Prof. Yebin Liu	July, 2015 - September, 2017
· Northeastern University (MS) School of Mechanical Engineering and Automation, Vehicle Research Institute Prof. Yongfu Wang	September, 2013 - July, 2015
· Jilin University (Visiting Bechelor) School of Vehicle Engineering	September, 2010 - July, 2011
· Northeastern University (Bechelor) School of Mechanical Engineering and Automation	September, 2009 - July, 2013

Service

· IEEE Transactions on Pattern Analysis and Machine Intelligence (IEEE TPAMI)

· IEEE Transactions on Image Processing (IEEE TIP)

· IEEE Transactions on Visualization and Computer Graphicsa (IEEE TVCG)

· IEEE Transactions on Industrial Informatics (IEEE TII)

· IEEE Journal of Selected Topics in Signal Processing (IEEE JSTSP)

· IEEE Transactions on Multimedia (IEEE TMM)

· IEEE Transactions on Computational Imaging (IEEE TCI)

· IEEE Transactions on Circuits and Systems for Video Technology (IEEE TCSVT)

· IEEE Signal Processing Letters (IEEE SPL)

· IEEE Transactions on Broadcasting (IEEE TBC)

· IEEE Journal on Emerging and Selected Topics in Circuits and Systems (IEEE JETCAS)

· Optics Express

· Signal Processing

· IEEE CVPR 2021

· IEEE ICCV 2021

· SIGGRAPH Asia 2020

· Neurocomputing

Award

· ICME 2020 Grand Challenge on Densely Sampled Light Field Reconstruction, 1st Place

· National scholarship for PhD students

· ICME 2018 Grand Challenge on Densely Sampled Light Field Reconstruction, 2nd Place

· National scholarship for postgraduate students

· 2010 Higher education cup of China undergraduate advanced mapping technology and product information modeling contest, 1st Price

Links