Computational Light fields IMaging

Publications

Peer reviewed articles (24)

Single Sensor Compressive Light Field Video Camera

Author(s): Saghi Hajisharif, Ehsan Miandji, Christine Guillemot, Jonas Unger
Published in: Computer Graphics Forum, 39/2, 2020, Page(s) 463-474, ISSN 0167-7055
Publisher: Blackwell Publishing Inc.
DOI: 10.1111/cgf.13944

Local Low Rank Approximation With a Parametric Disparity Model for Light Field Compression

Author(s): Elian Dib, Mikael Le Pendu, Xiaoran Jiang, Christine Guillemot
Published in: IEEE Transactions on Image Processing, 29, 2020, Page(s) 9641-9653, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2020.3029655

Compressive HDR light field imaging using a single multi-ISO sensor

Author(s): E. Miandji, H.-N. Nguyen, S. Hajisharif, J. Unger, C. Guillemot
Published in: IEEE Trans. on Computational Imaging, Dec. 2021, 2021, Page(s) 1369 - 1384, ISSN 2333-9403
Publisher: IEEE
DOI: 10.1109/tci.2021.3132191

Compressively sampled light field reconstruction using orthogonal frequency selection and refinement

Author(s): Fatma Hawary, Guillaume Boisson, Christine Guillemot, Philippe Guillotel
Published in: Signal Processing: Image Communication, 92, 2021, Page(s) 116087, ISSN 0923-5965
Publisher: Elsevier BV
DOI: 10.1016/j.image.2020.116087

A learning-based view extrapolation method for axial super-resolution

Author(s): Zhaolin Xiao, Jinglei Shi, Xiaoran Jiang, Christine Guillemot
Published in: Neurocomputing, 455, 2021, Page(s) 229-241, ISSN 0925-2312
Publisher: Elsevier BV
DOI: 10.1016/j.neucom.2021.05.056

Compression of Plenoptic Point Cloud Attributes Using 6-D Point Clouds and 6-D Transforms

Author(s): M. Krivokuca, E. Miandji, C. Guillemot, P. Chou
Published in: IEEE Transactions on Multimedia, Nov. 2021, 2021, ISSN 1941-0077
Publisher: IEEE
DOI: 10.1109/tmm.2021.3129341

Deep Unrolling for Light Field Compressed Acquisition using Coded Masks

Author(s): Guillaume Le Guludec, Christine Guillemot
Published in: IEEE Access, 21693536, 2022, Page(s) 1-17, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2022.3168362

Deep Residual Architecture Using Pixel and Feature Cues for View Synthesis and Temporal Interpolation

Author(s): Jinglei Shi, Xiaoran Jiang, Christine Guillemot
Published in: IEEE Trans. on Computational Imaging, March 2022, 2022, ISSN 2333-9403
Publisher: IEEE
DOI: 10.1109/tci.2022.3160671

Multi-Mask Camera Model for Compressed Acquisition of Light Fields

Author(s): Hoai-Nam Nguyen, Ehsan Miandji, Christine Guillemot
Published in: IEEE Transactions on Computational Imaging, 7, 2021, Page(s) 191-208, ISSN 2333-9403
Publisher: IEEE
DOI: 10.1109/tci.2021.3053702

Scene Flow Estimation From Sparse Light Fields Using a Local 4D Affine Model

Author(s): Pierre David, Mikael Le Pendu, Christine Guillemot
Published in: IEEE Transactions on Computational Imaging, 6, 2020, Page(s) 791-805, ISSN 2333-9403
Publisher: IEEE
DOI: 10.1109/tci.2020.2981200

Prediction and Sampling With Local Graph Transforms for Quasi-Lossless Light Field Compression

Author(s): Mira Rizkallah, Thomas Maugey, Christine Guillemot
Published in: IEEE Transactions on Image Processing, 29, 2020, Page(s) 3282-3295, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2019.2959215

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, 11/7, 2017, Page(s) 1132-1145, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
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, 11/7, 2017, Page(s) 1058-1071, ISSN 1932-4553
Publisher: Institute of Electrical and Electronics Engineers
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, 27/4, 2018, Page(s) 1981-1993, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
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, January 2019, 2019, Page(s) 1-1, ISSN 0162-8828
Publisher: Institute of Electrical and Electronics Engineers
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, 28/11, 2019, Page(s) 5740-5753, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
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, 06/2019, 2019, Page(s) 1-1, ISSN 2333-9403
Publisher: Institute of Electrical and Electronics Engineers
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, 28/12, 2019, Page(s) 5867-5880, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
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, 07/2019, 2019, Page(s) 1-1, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
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, 19/12, 2019, Page(s) 2687, ISSN 1424-8220
Publisher: Multidisciplinary Digital Publishing Institute (MDPI)
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, Sept. 2019, 2019, Page(s) 115638, ISSN 0923-5965
Publisher: Elsevier BV
DOI: 10.1016/j.image.2019.115638

Rate-Distortion Optimized Graph Coarsening and Partitioning for Light Field Coding

Author(s): Mira Rizkallah, Thomas Maugey, Christine Guillemot
Published in: IEEE Transactions on Image Processing, 30, 2021, Page(s) 5518-5532, ISSN 1057-7149
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tip.2021.3085203

Deep Light Field Acquisition Using Learned Coded Mask Distributions for Color Filter Array Sensors

Author(s): Guillaume Le Guludec; Ehsan Miandji; Christine Guillemot
Published in: IEEE Transactions on Computational Imaging, 1, 2021, ISSN 2333-9403
Publisher: IEEE
DOI: 10.1109/tci.2021.3077131

A Lightweight Neural Network for Monocular View Generation with Occlusion Handling

Author(s): Simon Evain, Christine Guillemot
Published in: IEEE Transactions on Pattern Analysis and Machine Intelligence, 2019, Page(s) 1-1, ISSN 0162-8828
Publisher: Institute of Electrical and Electronics Engineers
DOI: 10.1109/tpami.2019.2960689

Conference proceedings (26)

Deep video frame rate up-conversion network using feature-based progressive residue refinement

Author(s): J. Shi, X. Jiang, C. Guillemot
Published in: 17th International Conference on Computer Vision Theory and Applications (VISAPP), Feb. 2022, 2022
Publisher: Visigrapp

Sphere Mapping for Feature Extraction From 360° Fish-Eye Captures

Author(s): Fatma Hawary, Thomas Maugey, Christine Guillemot
Published in: 2020 IEEE 22nd International Workshop on Multimedia Signal Processing (MMSP), 2020, Page(s) 1-6, ISBN 978-1-7281-9320-5
Publisher: IEEE
DOI: 10.1109/mmsp48831.2020.9287149

Colour Compression of Plenoptic Point Clouds Using Raht-Klt with Prior Colour Clustering and Specular/Diffuse Component Separation

Author(s): Maja Krivokuca, Christine Guillemot
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 1978-1982, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9053862

Color and Angular Reconstruction of Light Fields from Incomplete-Color Coded Projections

Author(s): Hoai-Nam Nguyen, Christine Guillemot
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 1494-1498, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9053559

Learning Fused Pixel and Feature-Based View Reconstructions for Light Fields

Author(s): Jinglei Shi, Xiaoran Jiang, Christine Guillemot
Published in: 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR), 2020, Page(s) 2552-2561, ISBN 978-1-7281-7168-5
Publisher: IEEE
DOI: 10.1109/cvpr42600.2020.00263

Regularizing the Deep Image Prior with a Learned Denoiser for Linear Inverse Problems

Author(s): R. Fermanian, M. Le Pendu, C. Guillemot
Published in: IEEE 23rd workshop on Multimedia Siganl Processing, Oct. 2021, 2021
Publisher: IEEE

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), July 2017, 2017, Page(s) 19-24, ISBN 978-1-5386-0560-8
Publisher: IEEE
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), Sept. 2017, 2017, Page(s) 4023-4027, ISBN 978-1-5090-2175-8
Publisher: IEEE
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), Oct. 2017, 2017, Page(s) 1-6, ISBN 978-1-5090-3649-3
Publisher: IEEE
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), Sept. 2017, 2017
Publisher: British Machine Vision Association (BMVA)

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), Sept. 2018, 2018, Page(s) 634-638, ISBN 978-1-4799-7061-2
Publisher: IEEE
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), Sept. 2018, 2018, Page(s) 1850-1854, ISBN 978-9-0827-9701-5
Publisher: IEEE
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), Apr. 2018, 2018, Page(s) 1718-1722, ISBN 978-1-5386-4658-8
Publisher: IEEE
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), Sept. 2018, 2018, Page(s) 1728-1732, ISBN 978-1-4799-7061-2
Publisher: IEEE
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), Sept.2018, 2018, Page(s) 226-230, ISBN 978-9-0827-9701-5
Publisher: IEEE
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), 05/2019, 2019, Page(s) 2257-2261, ISBN 978-1-4799-8131-1
Publisher: IEEE
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), 05/2019, 2019, Page(s) 1882-1886, ISBN 978-1-4799-8131-1
Publisher: IEEE
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), 03/2019, 2019, Page(s) 369-378, ISBN 978-1-7281-0657-1
Publisher: IEEE
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), 05/2019, 2019, Page(s) 1692-1696, ISBN 978-1-4799-8131-1
Publisher: IEEE
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), 03/2019, 2019, Page(s) 379-388, ISBN 978-1-7281-0657-1
Publisher: IEEE
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), 09/2019, 2019, Page(s) 3751-3755, ISBN 978-1-5386-6249-6
Publisher: IEEE
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), 12/2018, 2018, Page(s) 1-7, ISBN 978-1-5386-7590-8
Publisher: IEEE
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), 09/2019, 2019, Page(s) 3736-3740, ISBN 978-1-5386-6249-6
Publisher: IEEE
DOI: 10.1109/icip.2019.8803520

Sub-Dip: Optimization On A Subspace With Deep Image Prior Regularization And Application To Superresolution

Author(s): Alexander Sagel, Aline Roumy, Christine Guillemot
Published in: ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2020, Page(s) 2513-2517, ISBN 978-1-5090-6631-5
Publisher: IEEE
DOI: 10.1109/icassp40776.2020.9054270

A Neural Network with Adversarial Loss for Light Field Synthesis from a Single Image

Author(s): Simon Evain, Christine Guillemot
Published in: Proceedings of the 16th International Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications, 2021, Page(s) 175-184, ISBN 978-989-758-488-6
Publisher: SCITEPRESS - Science and Technology Publications
DOI: 10.5220/0010268701750184

Angularly Consistent Light Field Video Interpolation

Author(s): Pierre David, Mikael Le Pendu, Christine Guillemot
Published in: 2020 IEEE International Conference on Multimedia and Expo (ICME), 2020, Page(s) 1-6, ISBN 978-1-7281-1331-9
Publisher: IEEE
DOI: 10.1109/icme46284.2020.9102968

Other (2)

Light field image processing: overview and research issues

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

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, Apr. 2018, 2018
Publisher: MPEG

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, 11182, 2018, Page(s) 559-570, ISBN 978-3-030-01448-3
Publisher: Springer International Publishing
DOI: 10.1007/978-3-030-01449-0_47

Thesis dissertations (1)

Graph based transforms for compression of new imaging modalities

Author(s): Rizkallah, Mira
Published in: "Image Processing [eess.IV]. Université Rennes 1, 2019. English. ⟨NNT : 2019REN1S021⟩", 4, 2019
Publisher: Univ. of Rennes