Computational Light fields IMaging

Publications

Peer reviewed articles (10)

Light Field Compression With Homography-Based Low-Rank Approximation

Author(s): Xiaoran Jiang, Mikael Le Pendu, Reuben A. Farrugia, Christine Guillemot
Published in: IEEE Journal of Selected Topics in Signal Processing, Issue 11/7, 2017, Page(s) 1132-1145, ISSN 1932-4553
DOI: 10.1109/JSTSP.2017.2747078

Super Resolution of Light Field Images Using Linear Subspace Projection of Patch-Volumes

Author(s): Reuben A. Farrugia, Christian Galea, Christine Guillemot
Published in: IEEE Journal of Selected Topics in Signal Processing, Issue 11/7, 2017, Page(s) 1058-1071, ISSN 1932-4553
DOI: 10.1109/JSTSP.2017.2747127

Light Field Inpainting Propagation via Low Rank Matrix Completion

Author(s): Mikael Le Pendu, Xiaoran Jiang, Christine Guillemot
Published in: IEEE Transactions on Image Processing, Issue 27/4, 2018, Page(s) 1981-1993, ISSN 1057-7149
DOI: 10.1109/TIP.2018.2791864

Light Field Super-Resolution using a Low-Rank Prior and Deep Convolutional Neural Networks

Author(s): Reuben Farrugia, Christine Guillemot
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, Issue January 2019, 2019, Page(s) 1-1, ISSN 0162-8828
DOI: 10.1109/tpami.2019.2893666

A Fourier Disparity Layer Representation for Light Fields

Author(s): Mikael Le Pendu, Christine Guillemot, Aljosa Smolic
Published in: IEEE Transactions on Image Processing, Issue 28/11, 2019, Page(s) 5740-5753, ISSN 1057-7149
DOI: 10.1109/TIP.2019.2922099

4D Anisotropic Diffusion Framework with PDEs for Light Field Regularization and Inverse Problems

Author(s): Pierre Allain, Laurent Guillo, Christine Guillemot
Published in: IEEE Transactions on Computational Imaging, Issue 06/2019, 2019, Page(s) 1-1, ISSN 2333-9403
DOI: 10.1109/tci.2019.2919229

A Framework for Learning Depth From a Flexible Subset of Dense and Sparse Light Field Views

Author(s): Jinglei Shi, Xiaoran Jiang, Christine Guillemot
Published in: IEEE Transactions on Image Processing, Issue 28/12, 2019, Page(s) 5867-5880, ISSN 1057-7149
DOI: 10.1109/tip.2019.2923323

Geometry-Aware Graph Transforms for Light Field Compact Representation

Author(s): Mira Rizkallah, Xin Su, Thomas Maugey, Christine Guillemot
Published in: IEEE Transactions on Image Processing, Issue 07/2019, 2019, Page(s) 1-1, ISSN 1057-7149
DOI: 10.1109/tip.2019.2928873

Light Fields for Face Analysis

Author(s): Chiara Galdi, Valeria Chiesa, Christoph Busch, Paulo Lobato Correia, Jean-Luc Dugelay, Christine Guillemot
Published in: Sensors, Issue 19/12, 2019, Page(s) 2687, ISSN 1424-8220
DOI: 10.3390/s19122687

A simple framework to leverage state-of-the-art single-image super-resolution methods to restore light fields

Author(s): Reuben A. Farrugia, Christine Guillemot
Published in: Signal Processing: Image Communication, Issue Sept. 2019, 2019, Page(s) 115638, ISSN 0923-5965
DOI: 10.1016/j.image.2019.115638

Conference proceedings (17)

Light field compression using depth image based view synthesis

Author(s): Xiaoran Jiang, Mikael Le Pendu, Christine Guillemot
Published in: 2017 IEEE International Conference on Multimedia & Expo Workshops (ICMEW), Issue July 2017, 2017, Page(s) 19-24
DOI: 10.1109/ICMEW.2017.8026313

Graph-based light fields representation and coding using geometry information

Author(s): Xin Su, Mira Rizkallah, Thomas Maugey, Christine Guillemot
Published in: 2017 IEEE International Conference on Image Processing (ICIP), Issue Sept. 2017, 2017, Page(s) 4023-4027
DOI: 10.1109/ICIP.2017.8297038

White lenslet image guided demosaicing for plenoptic cameras

Author(s): Pierre David, Mikael Le Pendu, Christine Guillemot
Published in: 2017 IEEE 19th International Workshop on Multimedia Signal Processing (MMSP), Issue Oct. 2017, 2017, Page(s) 1-6
DOI: 10.1109/MMSP.2017.8122234

Epipolar Plane Diffusion: An Efficient Approach for Light Field Editing

Author(s): Oriel Frigo and Christine Guillemot
Published in: British Machine Vision Conference (BMVC), Issue Sept. 2017, 2017

Depth Estimation with Occlusion Handling from a Sparse Set of Light Field Views

Author(s): Xiaoran Jiang, Mikael Le Pendu, Christine Guillemot
Published in: 2018 25th IEEE International Conference on Image Processing (ICIP), Issue Sept. 2018, 2018, Page(s) 634-638
DOI: 10.1109/ICIP.2018.8451466

Rate-Distortion Optimized Super-Ray Merging for Light Field Compression

Author(s): Xin Su, Mira Rizkallah, Thomas Mauzev, Christine Guillemot
Published in: 2018 26th European Signal Processing Conference (EUSIPCO), Issue Sept. 2018, 2018, Page(s) 1850-1854
DOI: 10.23919/eusipco.2018.8553485

Graph-based Transforms for Predictive Light Field Compression based on Super-Pixels

Author(s): Mira Rizkallah, Xin Su, Thomas Maugey, Christine Guillemot
Published in: 2018 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Issue Apr. 2018, 2018, Page(s) 1718-1722
DOI: 10.1109/ICASSP.2018.8462288

High Dynamic Range Light Fields via Weighted Low Rank Approximation

Author(s): Mikael Le Pendu, Christine Guillemot, Aljosa Smolic
Published in: 2018 25th IEEE International Conference on Image Processing (ICIP), Issue Sept. 2018, 2018, Page(s) 1728-1732
DOI: 10.1109/ICIP.2018.8451584

Multi-Shot Single Sensor Light Field Camera Using a Color Coded Mask

Author(s): Ehsan Miandji, Jonas Unger, Christine Guillemot
Published in: 2018 26th European Signal Processing Conference (EUSIPCO), Issue Sept.2018, 2018, Page(s) 226-230
DOI: 10.23919/eusipco.2018.8553230

A Learning Based Depth Estimation Framework for 4D Densely and Sparsely Sampled Light Fields

Author(s): Xiaoran Jiang, Jinglei Shi, Christine Guillemot
Published in: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Issue 05/2019, 2019, Page(s) 2257-2261
DOI: 10.1109/ICASSP.2019.8683773

Denoising of 3D Point Clouds Constructed from Light Fields

Author(s): Christian Galea, Christine Guillemot
Published in: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Issue 05/2019, 2019, Page(s) 1882-1886
DOI: 10.1109/ICASSP.2019.8683548

Super-Ray Based Low Rank Approximation for Light Field Compression

Author(s): Elian Dib, Mikael Le Pendu, Xiaoran Jiang, Christine Guillemot
Published in: 2019 Data Compression Conference (DCC), Issue 03/2019, 2019, Page(s) 369-378
DOI: 10.1109/DCC.2019.00045

Light Field Denoising Using 4D Anisotropic Diffusion

Author(s): Pierre Allain, Laurent Guillo, Christine Guillemot
Published in: ICASSP 2019 - 2019 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Issue 05/2019, 2019, Page(s) 1692-1696
DOI: 10.1109/ICASSP.2019.8682709

Graph-Based Spatio-Angular Prediction for Quasi-Lossless Compression of Light Fields

Author(s): Mira Rizkallah, Thomas Maugey, Christine Guillemot
Published in: 2019 Data Compression Conference (DCC), Issue 03/2019, 2019, Page(s) 379-388
DOI: 10.1109/DCC.2019.00046

Light Field Compression Using Fourier Disparity Layers

Author(s): Elian Dib, Mikael Le Pendu, Christine Guillemot
Published in: 2019 IEEE International Conference on Image Processing (ICIP), Issue 09/2019, 2019, Page(s) 3751-3755
DOI: 10.1109/icip.2019.8803756

3D Scene Modeling from Dense Video Light Fields

Author(s): Xiaoran Jiang, Christian Galea, Laurent Guillo, Christine Guillemot
Published in: 2018 International Conference on 3D Immersion (IC3D), Issue 12/2018, 2018, Page(s) 1-7
DOI: 10.1109/ic3d.2018.8657908

Sparse to Dense Scene Flow Estimation From Light Fields

Author(s): Pierre David, Mikael Le Pendu, Christine Guillemot
Published in: 2019 IEEE International Conference on Image Processing (ICIP), Issue 09/2019, 2019, Page(s) 3736-3740
DOI: 10.1109/icip.2019.8803520

Other (2)

Light field image processing: overview and research issues

Author(s): Christine Guillemot and Reuben Farrugia
Published in: MMTC Communications - Frontiers, Issue vol. 12, No. 4, July 2017, 2017

Light field video dataset captured by a R8 Raytrix camera (with disparity maps)

Author(s): Guillo , Laurent; Jiang , Xiaoran; Lafruit , Gauthier; Guillemot , Christine
Published in: https://hal.inria.fr/hal-01804578, Issue Apr. 2018, 2018

Book chapters (1)

Fast Light Field Inpainting Propagation Using Angular Warping and Color-Guided Disparity Interpolation

Author(s): Pierre Allain, Laurent Guillo, Christine Guillemot
Published in: Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Poitiers, France, September 24–27, 2018, Proceedings, Issue 11182, 2018, Page(s) 559-570
DOI: 10.1007/978-3-030-01449-0_47