The project started in Sept. 1st 2016. This web page will be updated with all the project related publications (2017-2021).

Journal Publications

  • P. David, M. Le Pendu, C. Guillemot, Local 4D Affine Model for Scene Flow Estimation from Sparse Light Fields, International Journal on Computer Vision (IJCV), submitted, June 2019.
  • S. Evain, C. Guillemot, A Lightweight Neural Network for Monocular View Generation with Occlusion Handling, IEEE Trans. on Pattern Analysis and Machine Intelligence (PAMI), submitted, March 2019. [preprint; more]
  • M. Rizkallah, T. Maugey, C. Guillemot, Prediction and Sampling with Local Graph Transforms for Quasi-Lossless Light Field Compression, IEEE Trans. on Image Processing, submitted, March 2019. [preprint]
  • R. Farrugia, C. Guillemot, A Simple Framework to Leverage State-Of-The-Art Single-Image Super-Resolution Methods to Restore Light Fields, Signal Processing: Image Communication, to appear, Sept. 2019. [preprint].
  • M. Rizkallah, X. Su, T. Maugey, C. Guillemot, Geometry-Aware Graph Transforms for Light Field Compact Representation, IEEE Trans. on Image Processing, vol. 29, pp.602-616, 29 July 2019. [preprint, more].
  • J. Shi, X. Jiang, C. Guillemot, A framework for learning depth from a flexible subset of dense and sparse light field views, IEEE Trans. on Image Processing, vol. 28, No. 12, pp. 5867-5880, June 2019. [preprint], more].
  • C. Galdi, V. Chiesa, C. Busch, P. Lobato Correia, J.-L. Dugelay 1 and C. Guillemot, Light Fields for Face Analysis, Sensors, Special Issue on Sensor Applications on Face Analysis, vol. 19, No. 12, June 2019. [preprint]
  • M. Le Pendu, C. Guillemot, A. Smolic, A Fourier Disparity Layer Representation for Light Fields, IEEE Trans. on Image Processing, Vol. 28, No. 11, pp. 5740-5753, June 2019. [preprint]
  • P. Allain, L. Guillo, C. Guillemot, 4D Anisotropic Diffusion Framework with PDEs for Light Field Regularization and Inverse Problems, IEEE Trans. on Computational Imaging, June 2019. [preprint, more].
  • R. Farrugia, C. Guillemot, Light Field Super-Resolution using a Low-Rank Prior and Deep Convolutional Neural Networks, IEEE Pattern Analysis and Machine Intelligence (PAMI), January 2019 [preprint; more].
  • M. Le Pendu, X. Jiang, C. Guillemot, Light Field inpainting propagation via low rank matrix completion, IEEE Trans. on Image Processing, vol. 27, No. 4, pp. 1981-1993, Jan. 2018. [preprint; more].
  • X. Jiang. M. Le Pendu, R. Farrugia, C. Guillemot, Light Field Compression with Homography-based Low Rank Approximation, special issue on Light Field Image Processing of the IEEE J. on Selected Topics in Signal Processing, IEEE J-STSP, vol. 11, No. 7, pp. 1132-1145, Oct. 2017. [preprint; more].
  • R. Farrugia, C. Galea, C. Guillemot, Super Resolution of Light Field Images using Linear Subspace Projection of Patch-Volumes, special issue on Light Field Image Processing of the IEEE J. on Selected Topics in Signal Processing, IEEE J-STSP, vol. 11, No. 7, pp. 1058-1071, Oct. 2017. [preprint; more].
  • C. Guillemot and R. Farrugia, Light fields image processing: overview and research issues, IEEE MMTC Communications - Frontiers, July 2017 [can be accessed here.]
  • Conference Publications

  • A. Sagel, A. Roumy,, C. Guillemot, SUB-DIP: Optimization on a Subspace with Deep Image Prior Regularization and application to super-resolution, IEEE International Conference on Acoustics, Speech, and Signal Processing, IEEE-ICASSP, submitted, May 2020.
  • M. Krivokuca, C. Guillemot, Colour Compression of Plenoptic Point Clouds Using RAHT-KLT With Prior Colour Clustering and Specular/Diffuse Component Separation, IEEE International Conference on Acoustics, Speech, and Signal Processing, IEEE-ICASSP, submitted, May 2020.
  • H.-N. Nguyen and C. Guillemot, Color and Angular Reconstruction of Light Fields from Incomplete Color Coded Projections, IEEE International Conference on Acoustics, Speech, and Signal Processing, IEEE-ICASSP, submitted, May 2020.
  • E. Dib, M. Le Pendu, C.Guillemot, Light field Compression using Fourier Disparity Layers, IEEE International Conf. on Image Processing, 22-25 Sept. 2019.[preprint]
  • P. David, M. Le Pendu, C.Guillemot, Sparse to dense scene flow estimation from light fields, IEEE International Conf. on Image Processing, 22-25 Sept. 2019. [preprint]
  • M. Rizkallah, T. Maugey, C. Guillemot, Graph-based Spatio-angular Prediction for Quasi-Lossless Compression of Light Fields, Data Compression Conference, DCC, 26-29 March 2019 [preprint].
  • E. Dib, M. Le Pendu, X. Jiang, C. Guillemot, Super-rays based low rank approximation for light fields compression, Data Compression Conference, DCC, 26-29 March 2019 [preprint].
  • C. Galea, C. Guillemot, Denoising of 3D point clouds constructed from light fields, IEEE International Conference on Acoustics, Speech, and Signal Processing, 13-17 May 2019. [preprint, more].
  • P. Allain, L. Guillo, C. Guillemot, Light fields denoising using 4D anisotropic diffusion, IEEE International Conference on Acoustics, Speech, and Signal Processing, 13-17 May 2019. [preprint, more].
  • X. Jiang, J. Shi, C. Guillemot, A learning based depth estimation framework for 4D densely and sparsely sampled light fields, IEEE International Conference on Acoustics, Speech, and Signal Processing, 13-17 May 2019. [preprint, more].
  • X. Jiang, C. Galea, L. Guillo, C. Guillemot, 3D scene modeling from dense video light fields, International Conference on 3D Immersion, IC3D, Brussels, 5-5 Dec. 2018 [preprint].
  • P. Allain, L. Guillo, C. Guillemot, Fast light field inpainting using angular warping with a color-guided disparity interpolation, Advanced Concepts for Intelligent Vision Systems, ACIVS, Poitiers, 24-27 Sept. 2018. [preprint, more].
  • X. Su, M. Rizkallah, T. Maugey, C. Guillemot, Rate-Distortion Optimized Super-Ray Merging for Light Field Compression, special session on light field coding , European Signal Processing Conf., EUSIPCO, Roma, 3-7 Sept., 2018. [preprint, more]
  • E. Miandji, J. Unger, C. Guillemot, Multi-Shot Single Sensor Light Field Camera Using a Color Coded Mask, special session on Full Parallax Imaging , European Signal Processing Conf., EUSIPCO, Roma, 3-7 Sept., 2018.[preprint, more]
  • M. Le Pendu, A. Smolic, C. Guillemot, High Dynamic Range Light Fields via Weighted Low Rank Approximation, IEEE International Conf. on Image Processing (ICIP), Athens, 7-10 Oct., 2018.[preprint, more]
  • X. Jiang, M. Le Pendu, C. Guillemot, Depth estimation with occlusion handling from a sparse set of light field views, IEEE International Conf. on Image Processing, Athens, 7-10 Oct., 2018. [preprint, more].
  • M. Rizkallah, X. Su, T. Maugey, C. Guillemot, Graph-based Transforms for Predictive Light Field Compression based on Super-Pixels, IEEE International Conf. on Acoustics, Speech and Signal Processing, Calgary, 15-20 April 2018. [preprint, more].
  • P. David. M. Le Pendu, C. Guillemot, Lenslet white image guided demosaicing for plenoptic cameras, IEEE MultiMedia Signal Processing workshop, MMSP, London, 16-18 Oct. 2017. Best paper award [preprint, more].
  • O. Frigo, C. Guillemot, Epipolar Plane Diffusion: An efficient approach for Light Field Editing, British Machine Vision Conference, BMVC, 4-7 Sept. 2017 [preprint, more].
  • X. Su. M. Rizkallah, T. Maugey, C. Guillemot, Graph-based light fields representation and coding using geometry information, IEEE Int. Conf. on Image Processing, ICIP, Beijing, 17-20 Sept. 2017 [preprint, more].
  • X. Jiang. M. Le Pendu, C. Guillemot, Light Fields Compression Using Depth Image Based View Synthesis, Hot3D workshop held jointly with IEEE Int. Conf. on Multimedia and Expo, ICME, Hong Kong, July 2017. [preprint]
  • Tutorials, Keynotes, Lectures

  • Keynote talk, Light field image processing: overview and research problems, Digital Optical Technologies, Munich, June 24-27, 2019.
  • Keynote talk, Light fields image processing, COmpression and REpresentation of Audio-visual Signals (CORESA), Poitiers, 14 Nov. 2018.
  • IEEE Distinguished lecture, Computational light field imaging, invited by the Croatian and Slovenian IEEE signal processing chapter, at Ljubljana (23rd Oct. 2018) and Zagreb (24th. Oct. 2018).
  • Tutorial on computational light field imaging at Eusipco, Roma, Sept. 2018.
  • Lecture at the IEEE signal processing summer school at Midsweden University, Sundvall, Sweden, May 2018.
  • Seminar at KTH on light field image processing, 23rd March 2018
  • IEEE Distinguished lecture invited by the Italian IEEE signal processing chapter, Cavalese, 22 Jan. 2018
  • Guest lecture at midsweden University on Light field image processing, 15 Nov. 2017.
  • Keynote talk, Towards dense multi-view imaging, Hot3D workshop jointly held with IEEE-ICME, Hong Kong, 10 July 2017.
  • IEEE distinguished lecture, Light field image processing: analysis, representation, compression and editing, summer school, Singapore, 8th July 2017 (rose1.ntu.edu.sg/visva2017/home.asp)
  • IEEE distinguished lecture, Light field image processing, University Autonoma de Barcelona, 30th June 2017.
  • IEEE distinguished lecture, Light field image processing, UPM Madrid, 29th June 2017