Olivier Le Meur

Research Publications Teaching

Contact Information

Address: IRISA
Campus Universitaire de Beaulieu
35042 Rennes Cedex - FRANCE
Phone: +33
Fax: +33
Project Assistant: +33
(Huguette Béchu)
Office: F133 BLEU

What's new?

Research Areas



ESIR-IFSIC: here Master 2 Psychologie de la cognition here, University of Paris 8 (Psychologie des processus cognitifs, Mesure et modelisation) (2010-2014):

Examples of Pratical Works:

Examples of pratical works (seam carving, quality assessment, compression). Glance at the page [here] NEW !


Complete list on:

Talk / Granted project

PHD Thesis - HDR

O. Le Meur, Visual attention modelling and applications. Towards perceptual-based editing methods , Habilitation à Diriger des Recherches (HDR), University of Rennes 1, 2014. [pdf] [presentation] [slides]

O. Le Meur, Attention sélective en visualisation d'images fixes et animées affichées sur écran: modèles et évaluation de performances - applications , University of Nantes, 2005. [pdf]
A. Ninassi, De la perception locale des distortions de codage à l'appréciation globale de la qualité visuelle des images et vidéos. Apport de l'attention visuelle dans le jugement de la qualité , University of Nantes, 2009. [pdf] [Phd defense pdf] [Home page] (PostDoc at ENSICAEN)

B. Follet, Ambient/focal visual fixations dichotomy in natural scene perception , University of Paris VIII, 2012. [Phd defense pdf]

J. Gautier, A Dynamic Visual Attention Model for 2D and 3D conditions - Depth Coding and Inpainting-based Synthesis for Multiview Videos , IRISA / University of Rennes I, 2012. [Phd thesis pdf] [Home page]

M. Ebdelli, Video inpainting techniques: application to object removal and error concealment, IRISA / University of Rennes I, 2014. [pdf]

Book Chapter

  1. O. Le Meur and M. Mancas, Computational models of visual attention and applications, book chapter in Biologically-inspired Computer Vision-Fundamentals and Applications, G. Cristobal, L. Perrinet and M. Keil, to be published by Wiley VCH, 2015.
  2. T. Baccino, O. Le Meur, B. Follet, La vision ambiante-focale dans l'observation de scènes visuelles, book chapter in A perte de vue les nouveaux paradigmes du visuel, Presse du réel, [link], 2015.
  3. L. Morin, O. Le Meur, C. Guillemot, V. Jantet and J. Gautier, Synthèse de vues intermédiaire Chapter in Vidéo 3D: Capture, traitement et diffusion. Lucas L., Loscos C. et Remion Y. (Editors), Hermès, 2013.


22. D. Khaustova, J. Fournier and O. Le Meur, An Objective Metric for Video Quality Prediction Using Perceptual Thresholds, in SMPTE Journal, April 2015.
21. O. Le Meur and Z. Liu, Saccadic model of eye movements for free-viewing condition, accepted for publication in Vision Research. [IF=2.381].
20. Z. Liu, X. Zhang, S. Luo and O. Le Meur, Superpixel-Based Spatiotemporal Saliency Detection, IEEE TCSVT, 2014
19. Z. Liu, W. Zou and O. Le Meur, Saliency Tree: A Novel Saliency Detection Framework, IEEE TIP, 2014 [Single column paper]
18. Z. Liu, W. Zou, L. Li, L. Shen and O. Le Meur, Co-saliency detection based on hierarchical segmentation, IEEE Signal Processing Letters, vol. 21(1), 2014 [pdf] [IF=1.674].
17. C. Guillemot, O. Le Meur, Image inpainting: overview and recent advances, IEEE signal processing magazine, to appear in January 2014. [IF=3.368].
16. C. Guillemot, M. Turkan and O. Le Meur, Object removal and loss concealment using neighbor embedding methods, Elsevier Signal Processing: Image Communication, 2013.
15. O. Le Meur, M. Ebdelli and C. Guillemot, Hierarchical super-resolution-based inpainting, IEEE TIP, vol. 22(10), pp. 3779-3790, 2013.[Project page] [IF=3.042].
14. Z. Liu, O. Le Meur, S. Luo and L. Shen, Saliency detection using regional histograms, Optics Letters, Vol. 38, N°5, March 2013 [pdf] [Results] [IF=3.39].
13. O. Le Meur and T. Baccino, Methods for comparing scanpaths and saliency maps: strengths and weaknesses, Behavior Research Method, vol. 45, N°1, pp. 251-266, 2013 [IF=2.4]. [Project page]
12. J. Gautier and O. Le Meur, A time-dependent saliency model mixing center and depth bias for 2D and 3D viewing conditions, Cognitive Computation 2012, DOI: 10.1007/s12559-012-9138-3. [web page (paper)]
11. B. Follet, O. Le Meur and T. Baccino New insights on ambient and focal visual fixations using an automatic classification algorithm, i-Perception, vol. 2(6), pp. 592–610 2011. [i-perception] [web page (paper)]
10. F. Urban, B. Follet, C. Chamaret, O. Le Meur and T. Baccino Medium spatial frequencies, a strong predictor of salience, Cognitive Computation: Volume 3, Issue 1, pages 37-47, 2011 DOI: 10.1007/s12559-010-9086-8 (Special issue on Saliency, Attention, Active Visual Search, and Picture Scanning). Springer Link Full text Preprint.
9. B. Follet, O. Le Meur and T. Baccino Modeling visual attention on scenes, Studia Informatica Universalis, Vol. 8, Issue 4, pp. 150-167, 2010. [pdf]
8. O. Le Meur, A. Ninassi, P. Le Callet and D. Barba Do video coding impairments disturb the visual attention deployment?, Elsevier, Signal Processing: Image Communication, vol. 25, Issue 8, pp. 597-609, September 2010. DOI information: 10.1016/j.image.2010.05.008 [preprint pdf] [IF=0.836] [Project page]
7. O. Le Meur, A. Ninassi, P. Le Callet and D. Barba Overt visual attention for free-viewing and quality assessment tasks. Impact of the regions of interest on a video quality metric, Elsevier, Signal Processing: Image Communication, vol. 25, Issue 7, pp. 547-558, August 2010. DOI information: 10.1016/j.image.2010.05.006 [preprint pdf] [IF=0.836]
6. O. Le Meur and J.C. Chevet Relevance of a feed-forward model of visual attention for goal-oriented and free-viewing tasks, IEEE Trans. On Image Processing, vol. 19, No. 11, November 2010 pp. 2801-2813. DOI information: 10.1109/TIP.2010.2052262 [preprint pdf][IF=3.315]
5. O. Le Meur, S. Cloarec and P. Guillotel Automatic content repurposing for Mobile applications, SMPTE Motion Imaging journal, January/February 2010.
4. A. Ninassi, O. Le Meur, P. Le Callet and D. Barba Considering temporal variations of spatial visual distortions in video quality assessment, IEEE Journal of Selected Topics in Signal Processing, Special Issue On Visual Media Quality Assessment, 2009. [pdf]
3. O. Le Meur, P. Le Callet and D. Barba, Predicting visual fixations on video based on low-level visual features, Vision Research, Vol. 47/19 pp 2483-2498, Sept. 2007. [pdf] [IF=2.05]
2. O. Le Meur, P. Le Callet and D. Barba, Construction d’images miniatures avec recadrage automatique basée sur un modèle perceptuel bio-inspiré, Numéro spécial de la Revue Traitement du Signal (TS), Systèmes de traitement et d'analyse des Images, Vol.24, N°5, pp. 323-336, 2007. [pdf]
1. O. Le Meur, P. Le Callet, D. Barba and D. Thoreau, A coherent computational approach to model the bottom-up visual attention, IEEE Trans. on Pattern Analysis and Machine Intelligence, Vol. 28, N°5, May 2006. [pdf] [IF=4.3]



  1. D. Khaustova, J. Founier, E. Wyckens and O. Le Meur, An objective method for 3D quality prediction using perceptual thresholds and acceptability, SPIE Stereoscopic Displays and Applications XXVI, vol. 90140D, 2015.


  1. O. Le Meur and Z. Liu, Saliency aggregation: Does unity make strength?, ACCV, 2014. [pdf] [poster][Acceptance Rate=27%]
  2. L. Li, Z. Liu, W. Zou, X. Zhang and O. Le Meur, Co-saliency detection based on region-level fusion and pixel-level refinement, ICME, 2014
  3. N. Dhollande, O. Le Meur and C. Guillemot, HEVC intra coding of Ultra HD video with reduced complexity, ICIP, 2014
  4. J.C. Ferreira, O. Le Meur, E.A.B. da Silva, G.A. Carrijo and C. Guillemot,Single image super-resolution using sparse representations with structure constraints, ICIP, 2014 [Project page]
  5. D. Khaustova, J. Founier, E. Wyckens and O. Le Meur, Investigation of visual attention priority in selection of objects with texture, crossed, and uncrossed disparities in 3D images, HVEI, 2014 [pdf] [presentation]


  1. D. Wolinski, O. Le Meur and J. Gautier, 3D view synthesis with inter-view consistency, ACM Multimedia 2013. [pdf] [Project page].
  2. Z. Liu and O. Le Meur, Superpixel-based saliency detection, WIAMIS 2013, [pdf].
  3. S. Luo, Z. Liu, L. Li, X. Zou and O. Le Meur, Efficient saliency detection using regional color and spatial information, EUVIP, 2013 [pdf].
  4. M. Mancas and O. Le Meur, Memorability of natural scene: the role of attention, ICIP 2013 [Project page].
  5. C. Guillemot, M. Turkan, O. Le Meur and M. Ebdelli, Image inpainting using LLE-LDNR and linear subspace mappings, ICASSP 2013.
  6. M. Ebdelli, O. Le Meur and C. Guillemot, Analysis of patch-based similarity metrics: application to denoising, ICASSP 2013.
  7. D. Khaustova, J. Founier, E. Wyckens and O. Le Meur, How visual attention is modified by disparities and textures changes?, SPIE HVEI 2013. [Acceptance Rate=xx%] [pdf] [presentation] [Project page].


  1. O. Le Meur and C. Guillemot, Super-resolution-based inpainting, ECCV 2012. [Acceptance Rate=25%] [pdf] [poster] [Masks and Pictures] NEW !

    [PPT version]
  2. M. Ebdelli, O. Le Meur and C. Guillemot, Loss Concealment Based on Video Inpainting for Robust Video Communication, EUSIPCO 2012. [Acceptance Rate=xx%] [pdf] [presentation] With video examples.
  3. M. Ebdelli, C. Guillemot and O. Le Meur, Examplar-based video inpainting with motion-compensated neighbor embedding, ICIP 2012. [Acceptance Rate=xx%] [pdf]
  4. J. Gautier, O. Le Meur and C. Guillemot, Efficient Depth Map Compression based on Lossless Edge Coding and Diffusion, PCS 2012. [pdf] [poster] NEW !


  1. O. Le Meur, T. Baccino and A. Roumy, Prediction of the Inter-Observer Visual Congruency (IOVC) and application to image ranking, ACM Multimedia (long paper) 2011. [Acceptance Rate=17%] [pdf] [presentation] [poster] [Project page] NEW !
  2. B. Follet, O. Le Meur and T. Baccino, Features of ambient and focal fixations on natural visual scenes, ECEM 2011. [pdf]
  3. O. Le Meur, Robustness and Repeatability of saliency models subjected to visual degradations, ICIP 2011. [pdf].[pdf poster].
  4. O. Le Meur, J. Gautier and C. Guillemot, Examplar-based inpainting based on local geometry, ICIP 2011. [Project page] [pdf].[pdf poster].
  5. Inpainting results ([more here] (best quality))

  6. J. Gautier, O. Le Meur and C. Guillemot, Depth-based image completion for View Synthesis, 3DTV Conf. 2011. [Acceptance Rate=??%] [pdf] [Project page] NEW !
  7. O. Le Meur, Predicting saliency using two contextual priors: the dominant depth and the horizon line, IEEE International Conference on Multimedia & Expo (ICME 2011) 2011 [Acceptance Rate=30%] [pdf] [poster] [Project page]


  1. C. Chamaret, O. Le Meur and J.C. Chevet, Spatio-temporal combination of saliency maps and eye-tracking assessment of different strategies, ICIP, pp. 1077-1080, 2010 [Acceptance Rate=47%] [pdf].[pdf poster].
  2. C. Chamaret, O. Le Meur, P. Guillotel and J.C. Chevet, How to measure the relevance of a retargeting approach?, Workshop Media retargeting, ECCV 2010. [pdf].[pdf presentation]. [Project page]
  3. C. Chamaret, S. Godeffroy, P. Lopez and O. Le Meur, Adaptive 3D Rendering based on Region-of-Interest, SPIE 2010 [pdf]


  1. O. Le Meur and P. Le Callet, What we see is most likely to be what matters: visual attention and applications, ICIP, pp. 3085-3088, 2009 [pdf] [more here] [Acceptance Rate=45%]


  1. C. Chamaret and O. Le Meur, Attention-based video reframing: validation using eye-tracking, ICPR, 2008. [pdf]
  2. A. Ninassi, O. Le Meur, P. Le Callet, D. Barba, Which Semi-Local Visual Masking Model For Wavelet Based Image Quality Metric?, ICIP, 2008. [pdf]


  1. A. Ninassi, O. Le Meur, P. Le Callet, D. Barba, Does where you gaze on an image affect your perception of quality? Applying visual attention to image quality metric, ICIP, 2007. [pdf] [oral presentation]


  1. A. Ninassi, O. Le Meur, P. Le Callet, D. Barba, Task impact on the visual attention in subjective image quality assessment, EUSIPCO, 2006. [pdf] [oral presentation]
  2. O. Le Meur, X. Castellan, P. Le Callet, D. Barba, Efficient saliency-based repurposing method, ICIP, 2006. [pdf] [poster]

before 2006

  1. O. Le Meur, P. Le Callet, D. Barba, D. Thoreau, A human visual model-based approach of the visual attention and performance evaluation , SPIE HVEI, 2005. [pdf].
  2. O. Le Meur, P. Le Callet, D. Barba, D. Thoreau, Modelisation spatio-temporelle de l’attention visuelle, CORESA, 2005. [pdf].
  3. O. Le Meur, P. Le Callet, D. Barba, D. Thoreau, E. Francois, From low level perception to high level perception, a coherent approach for visual attention modeling, SPIE HVEI, 2004. [pdf].
  4. O. Le Meur, P. Le Callet, D. Barba, D. Thoreau, Performance assessment of a visual attention system entirely based on a human vision modelling , ICIP, 2004. [pdf] [poster].
  5. O. Le Meur, P. Le Callet, D. Barba, D. Thoreau, Bottom-up visual attention modeling : quantitative comparison of predicted saliency maps with observers eye-tracking data , ECVP, 2004. [poster].

Not Published

1. O. Le Meur, P. Le Callet, D. Barba Selective H.264 video coding based on a saliency map, Not published. [pdf].