Jie Chen, Cheen-Hau Tan, Junhui Hou, Lap-Pui. Chau, and He Li, “Robust Video Content Alignment and Compensation for Clear Vision Through the Rain,’’ under review in IEEE Transactions on Pattern Analysis and Machine Intelligence(IEEE TPAMI). [pdf]
peer-reviewed
Henry W. F. Yeung, Junhui Hou, Xiaoming Chen, Jie Chen, Zhibo Chen, and Yuk Ying Chung, “Light Field Spatial Super-Resolution Using Deep Spatial-Angular Interleaved CNN,’’ accepted by IEEE Transactions on Image Processing(IEEE TIP).
Jie Chen, Junhui Hou, and Lap-Pui. Chau, “Light Field Denoising via Anisotropic Parallax Analysis in a CNN Framework,’’ IEEE Signal Processing Letters(IEEE SPL), vol. 25, no. 9, pp. 1403-1407, 2018. [pdf] [code]
Yun Ni, Jie Chen, and Lap-Pui Chau, “Reflection Removal On Single Light Field Capture With Focus Manipulation,’’ accepted by IEEE Transactions on Computational Imaging(IEEE TCI). [pdf]
Jie Chen, Junhui Hou, Yun Ni, and Lap-Pui. Chau, “Accurate Light Field Depth Estimation with Superpixel Regularization over Partially Occluded Regions,’’ IEEE Transactions on Image Processing(IEEE TIP), vol. 27, no. 10, pp. 4889-4900, 2018. [pdf] [code]
Junhui Hou, Jie Chen, and Lap-Pui Chau, “Light Field Image Compression Based on Bi-Level View Compensation with Rate Distortion Optimization,’’ IEEE Transactions on Circuits and Systems for Video Technology(IEEE TCSVT), 2018. [pdf]
Shaohui Mei, Junhui Hou, Jie Chen, Lap-Pui Chau, and Qian Du, “Simultaneous Spatial and Spectral Low-Rank Representation of Hyperspectral Images for Classification,’’ IEEE Transactions on Geoscience and Remote Sensing(IEEE TGARS), vol. 56, no. 5, pp. 2872-2886, 2018. [pdf]
Jie Chen, Junhui Hou, and Lap-Pui Chau, “Light Field Compression with Disparity Guided Sparse Coding based on Structural Key Views,’’ IEEE Transactions on Image Processing(IEEE TIP), vol. 27, no. 1, pp. 314-324, 2018. [pdf] [data]
Jie Chen and Lap-Pui Chau, “Light Field Compressed Sensing Over a Disparity-Aware Dictionary,’’ IEEE Transactions on Circuits and Systems for Video Technology(IEEE TCSVT), vol. 27, no. 4, pp. 855-865, 2017. [pdf]
Jie Chen and Lap-Pui Chau, “Multiscale Dictionary Learning via Cross-Scale Cooperative Learning and Atom Clustering for Visual Signal Processing,’’ IEEE Transactions on Circuits and Systems for Video Technology(IEEE TCSVT), vol. 25, no. 9, pp. 1457-1468, 2015. [pdf]
Jie Chen and Lap-Pui Chau, “A Rain Pixel Recovery Algorithm for Videos With Highly Dynamic Scenes,’’ IEEE Transactions on Image Processing(IEEE TIP), vol. 23, no. 3, pp. 1097-1104, 2014. [pdf]
Conference Publications
Henry Yeung, Junhui Hou, Jie Chen, Yuk Ying Chung, and Xiaoming Chen, “Fast Light Field ReconstructionWith Deep Coarse-To-Fine Modeling of Spatial-Angular Clues,’’ accepted by European Conference on Computer Vision(ECCV), Munich, Germany, 2018. [pdf]
Jie Chen, Cheen-Hau Tan, Junhui Hou, Lap-Pui Chau, and He Li, “Robust Video Content Alignment and Compensation for Rain Removal in a CNN Framework,’’ accepted as spotlight (6.6%) on IEEE Conference on Computer Vision and Pattern Recognition(CVPR), Salt Lake City, Utah, 2018. [pdf] [dataset] [code]
Shengyu Nan, Jie Chen, Lap-Pui Chau, and Kemao Qian, “Learning-Based Parallax Transfer on Multispectral Light Field,’’ accepted by IEEE International Conference on Digital Signal Processing(DSP), pp. 1-5, Shanghai, China, 2018.
Cheen-Hau Tan, Jie Chen, Yun Ni, Lap-Pui Chau, and Ling Min Soh, “Vision-Based Rain Gauge for Dynamic Scenes,’’ accepted by IEEE International Conference on Digital Signal Processing(DSP), pp. 1-5, Shanghai, China, 2018.
Jing Jin, Junhui Hou, Jie Chen, Henry Yeung, and Sam Kwong, “Light Field Spatial Super-resolution via CNN Guided by A Single High-resolution RGB Image,’’ accepted by IEEE International Conference on Digital Signal Processing(DSP), pp. 1-5, Shanghai, China, 2018.
Jie Chen, Yun Ni, Junhui Hou, and Lap-Pui Chau, “Light Field Scene Flow with Occlusion Regularization,’’ Asia-Pacific Signal and Information Processing Association Annual Summit and Conference(APSIPA ASC), Kuala Lumpur, Malaysia, 2017. [pdf]
Cheen-Hau Tan, Jie Chen, and Lap-Pui Chau, “Edge-preserving rain removal for light field images based on RPCA,’’ IEEE International Conference on Digital Signal Processing(DSP), pp. 1-5, London, UK, 2017. [pdf]
Yun Ni, Jie Chen, and Lap-Pui Chau, “Reflection removal based on single light field capture,’’ IEEE International Symposium on Circuits and Systems(ISCAS), pp. 1-4, Baltimore, USA, 2017. [pdf]
Jie Chen, Lap-Pui Chau and He Li, “Light field depth from multi-scale particle filtering,’’ Asia-Pacific Signal and Information Processing Association Annual Summit and Conference(APSIPA ASC), pp. 1-6, Jeju, Korea, 2016. [pdf] [bibtex]
Junhui Hou, Jie Chen, Lap-Pui. Chau, and Y. He, “Sparse Two-Dimensional Singular Value Decomposition,’’ IEEE International Conference on Multimedia & Expo(ICME), pp. 1-6, Seattle, USA, 2016. [pdf]
Jie Chen, and Lap-Pui Chau. “Heavy Haze Removal in A Learning Framework,’’ IEEE International Symposium on Circuits and Systems(ISCAS), pp. 1590-1593, Lisbon, Portugal, 2015. [pdf]
Jie Chen, and Lap-Pui Chau. “A Fast Adaptive Guided Filtering Algorithm for Light Field Depth Interpolation,’’ IEEE International Symposium on Circuits and Systems(ISCAS), pp. 2281-2284, Melbourne, Australia, 2014. [pdf] [bibtex]
Jie Chen, Alexander Matyasko, and Lap-Pui Chau, “A Light Field Sparse Representation Structure and Its Fast Coding Technique,’’ IEEE International Conference on Digital Signal Processing(DSP), pp. 214-218, Hongkong, China, 2014. [pdf]
Cheen-Hau Tan, Jie Chen, and Lap-Pui Chau, “Dynamic scene rain removal for moving cameras,’’ IEEE International Conference on Digital Signal Processing(DSP), pp. 372-376, Hongkong, China, 2014. [pdf] [bibtex]
Jie Chen, and Lap-Pui Chau, “Rain removal from dynamic scene based on motion segmentation,’’ IEEE International Symposium on Circuits and Systems(ISCAS), pp. 2139-2142, Beijing, China, 2013. [pdf] [bibtex]
Jie Chen, and Lap-Pui Chau, “An Enhanced Window-Variant Dark Channel Prior for Depth Estimation Using Single Foggy Image,’’ IEEE International Conference on Image Processing(ICIP), pp. 3508-3512, Melbourne, Australia, 2013. [pdf]
Shuigen Wang, Chenwei Deng, Weisi Lin, Baojun Zhao, and Jie Chen, “A novel SVD-based image quality assessment metric,’’ IEEE International Conference on Image Processing(ICIP), pp. 423-426, Melbourne, Australia, 2013. [pdf]
Junhui Hou, Lap-Pui Chau, Ying He, Jie Chen, and Nadia Magnenat-Thalmann, “Human motion capture data recovery via trajectory-based sparse representation,’’ IEEE International Conference on Image Processing(ICIP), pp. 709-713, Melbourne, Australia, 2013. [pdf]