Damien Muselet

Introduction           Publications
 

Assistant Professor
Hubert Curien Lab
UMR CNRS 5516
University of Jean Monnet
Saint-Etienne - FRANCE
Tel: +33 (0)4 77 91 57 55
E-mail: damien dot muselet at univ-st-etienne dot fr

Introduction
I am currently assistant-professor at the University of Saint-Etienne where I am teaching deep learning with applications to computer vision, Object detection, 3D-imaging, motion estimation, color science in an engineer school (Telecom Saint-Etienne).
I am a member of the computer vision team of Hubert Curien Laboratory (UMR CNRS 5516). My research interests are object detection, semantic segmentation, reflectance estimation, color camera calibration, light reflection models, color invariance, color constancy ...



Publications (see also Google scholar)

Spectral reflectance estimation from one RGB image using self-interreflections in a concave object
R. Deeb, D. Muselet, M. Hebert, A. Tremeau
Applied Optics, Vol. 57, Issue 17, pp. 4918-4929, 2018.
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Interreflections in Computer Vision: A Survey and an Introduction to Spectral Infinite-Bounce Model
R. Deeb, D. Muselet, M. Hebert, A. Tremeau
Journal of Mathematical Imaging and Vision, June 2018, Volume 60, Issue 5, pp 661–680.
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3D color charts for camera spectral sensitivity estimation
R. Deeb, D. Muselet, M. Hebert, A. Tremeau, and J. van de Weijer
British Machine Vision Conference, 2017 (BMVC'17).
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Residual Conv-Deconv Grid Network for Semantic Segmentation
Damien Fourure, Rémi Emonet, Elisa Fromont, Damien Muselet, Alain Trémeau, Christian Wolf
British Machine Vision Conference, 2017 (BMVC'17).
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Multi-task, Multi-domain Learning: application to semantic segmentation and pose regression
Damien Fourure, Rémi Emonet, Elisa Fromont, Damien Muselet, Natalia Neverova, Alain Trémeau and Christian Wolf
Neurocomputing, Elsevier, 2017.
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Mutual Illumination and Color Constancy
Pichayada Katemake, Rada Deeb, Damien Muselet, Mathieu Hebert and Alain Trémeau
13th congress of International color association (AIC 2017), October 2017, Jeju, Korea.
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Color-based and rotation invariant self-similarities
Xiaohu Song, Damien Muselet and Alain Tremeau
International Conference on Computer Vision Theory and Applications (Visapp 2017), Feb. 2017, Porto, Portugal.
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Towards an electronic orientation table: using features extracted from the image to register Digital Elevation Model
Léo Nicolle, Julien Bonneton, Hubert Konik, Damien Muselet and Laure Tougne
International Conference on Computer Vision Theory and Applications (Visapp 2017), Feb. 2017, Porto, Portugal.
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3D reconstruction of indoor scenes using a single RGB-D image
Panagiotis-Alexandros Bokaris, Damien Muselet and Alain Trémeau
International Conference on Computer Vision Theory and Applications (Visapp 2017), Feb. 2017, Porto, Portugal.
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Mixed Pooling Neural Networks for Color Constancy
Damien Fourure, Rémi Emonet, Elisa Fromont, Damien Muselet, Alain Trémeau and Christian Wolf
IEEE International Conference on Image Processing, Sep 2016, Phoenix, United States. ICIP 2016.
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Semantic Segmentation via Multi-task, Multi-domain Learning
Damien Fourure, Rémi Emonet, Elisa Fromont, Damien Muselet, Alain Trémeau and Christian Wolf
Joint IAPR International Workshops on Structural and Syntactic Pattern Recognition (SSPR 2016) and Statistical Techniques in Pattern Recognition (SPR 2016), Nov 2016, Merida, Mexico.

Supervised Spectral Subspace Clustering for Visual Dictionary Creation in the Context of Image Classification
I. Ziko, E. Fromont, D. Muselet, M. Sebban
ACPR 2015: 3rd IAPR Asian Conference on Pattern Recognition, Kuala Lumpur, Malaysia (2015).

Learning to rank based on subsequences
R. Basura Fernando, Efstratios Gavves, Damien Muselet and Tinne Tuytelaars
IEEE International Conference on Computer Vision ICCV 2015, Santiago, Chile.
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Landmarks-based Kernelized Subspace Alignment for Unsupervised Domain Adaptation
R. Aljundi, R. Emonet, D. Muselet, M. Sebban
IEEE Conference on Computer Vision and Pattern Recognition (CVPR'2015), Boston, United States (2015).
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Spatial histograms of soft pairwise similar patches to improve the bag-of-visual-words model
Rahat Khan, Cecile Barat, Damien Muselet, Christophe Ducottet
Computer Vision and Image Understanding (CVIU), Volume 132, March 2015, Pages 102–112.

Modeling Perceptual Color Differences by Local Metric Learning
Michael Perrot, Amaury Habrad, Damien Muselet, Marc Sebban
Proc. ECCV 2014, to appear Find the dataset and codes here

Color Features for dating historical color images
Basura Fernando, Damien Muselet, Rahat Khan and Tinne Tuytelaars
Proc. ICIP 2014, to appear.

Towards multispectral data acquisition with hand-held devices
Rahat Khan, Joost van de Weijer, Dimosthenis Karatzas and Damien Muselet.
Proc. Int. Conf. on Image Processing(ICIP), Melbourne, Australia, 2013.

Affine Transforms Between Image Space And Color Space For Invariant Local Descriptors
X. Song, D. Muselet and A.Trémeau.
Pattern Recognition. Volume 46, Issue 8, August 2013, Pages 2376–2389.

Texture Classification across Illumination Color Variations
Rahat Khan, Damien Muselet and Alain Trémeau
International Journal of Computer Theory and Engineering vol. 5, no. 1, pp. 65-70, 2013.

Discriminative Color Descriptors
Rahat Khan, Joost van de Weijer, Fahad Khan, Damien Muselet, Christophe Ducottet and Cecile Barat
Proc. of CVPR, Portland, Oregon, USA, 2013.
Webpage+Code

Scene Reconstruction of Indoor Scenes from Single RGB-D Image
Natalia Neverova, Damien Muselet, Alain Trémeau
IAPR Fourth Computational Color Imaging Workshop,CCIW 2013,p. 281-295,LNCS 7786,March 2013, Chiba, Japan.

Supervised Learning of Gaussian Mixture Models for Visual Vocabulary Generation
Basura Fernando, Elisa Fromont, Damien Muselet, Marc Sebban
Pattern Recognition, Volume 45, Issue 2, February 2012, Pages 897–907.

Spatial orientations of visual word pairs to improve Bag-of-Visual-Words model
Rahat Khan, Cécile Barat, Damien Muselet, Christophe Ducottet
British Machine Vision Conference 2012,BMVC 2012,pages 89.1--89.11.

Discriminative Feature Fusion for Image Classification
Basura Fernando, Elisa Fromont, Damien Muselet, Marc Sebban
IEEE Conference on Computer Vision and Pattern Recognition, CVPR 2012, pages 3434-3441.

Lighting estimation in indoor environments from low-quality images
Natalia Neverova, Damien Muselet, Alain Trémeau
International ECCV Workshop on Color and Photometry in Computer Vision. ECCV 2012 Ws/Demos, Part II, LNCS 7584, pp. 380–389, 2012.

Bringing order in the bag of words
Shihong Zhang, Rahat Khan, Damien Muselet and Alain Trémeau
International Conference on Computer Vision Theory and Applications (VISAPP),pages 723-726, Rome, Italy,February 2012.

Two book chapters in Digital Color Imaging
Chapter 7. Photometric Color Invariants for Object Recognition
Chapter 8. Color Key Point Detectors and Local Color Descriptors
Damien Muselet and Xiaohu Song
Publisher: Wiley-ISTE, Publication Date: May 29, 2012, ISBN-10: 1848213476, ISBN-13: 978-1848213470, Edition: 1

Two french book chapters in Imagerie numérique : Avancées et perspectives pour la couleur
Chapter 8. Invariants colorimétriques pour la reconnaissance d'objets
Chapter 9. Détecteurs de points caractéristiques couleur et descripteurs locaux couleur
Damien Muselet and Xiaohu Song
Editeur : HERMÈS / LAVOISIER, Collection : Traité IC2 Série Signal et image, Année : 06/2012, ISBN 10 : 2746232057, ISBN 13 : 9782746232051

One book chapter in Advanced Color Image Processing and Analysis
Chapter Color Invariants for Object Recognition
Damien Muselet and Brian Funt
Publisher: Springer, Publication Date: July 12, 2012, ISBN-10: 1441961895, ISBN-13: 978-1441961891, Edition: 2013, p. 327-376.

Text segmentation in natural images robust to photometric effects
Alain Trémeau, Basura Fernando, Sezer Karaoglu and Damien Muselet
International Color Association Conference (AIC).

Detecting text in natural scenes based on a reduction of photometric effects: problem of color invariance.
Alain Trémeau, Christoph Godau, Sezer Karaoglu and Damien Muselet
3rd IAPR Computational Color Imaging Workshop, Italia (CCIW 2011)

Detecting text in natural scenes based on a reduction of photometric effects: problem of text detection.
Alain Trémeau, Basura Fernando, Sezer Karaoglu and Damien Muselet
3rd IAPR Computational Color Imaging Workshop, Italia (CCIW 2011)

Accurate Visual Word Construction using a Supervised Approach
Basura Fernando, Elisa Fromont, Damien Muselet, Marc Sebban
In Proc. of the International Conference of Image and Vision Computing New Zealand (IVCNZ 2010), Queenstown, 8 & 9 November 2010.

Classical texture features and illumination color variations
R. Khan, D. Muselet and A. Trémeau
In Proc. of the third International Conference on Machine Vision (ICMV 2010), Hong Kong, December 2010, p. 280-285

Color texture classification across illumination changes
M. Seifi, X. Song, D. Muselet and A.Trémeau
In Proc. of the fifth European Conf. on Colour in Graphics, Image and Vision (CGIV'10), Joensuu (Finland), 2010, p 332-337.

Supplementary dataset for color difference evaluation
A. Trémeau, C. Godau, D. Muselet
Proceedings of the SPIE, Volume 7528, pp. 75280K-75280K-12 (2010), Color Imaging XV: Displaying, Processing, Hardcopy, and Applications.

Recent Trends in Color Image Watermarking
Alain Trémeau and Damien Muselet
Journ. of Imaging Science and Technology (JIST), Vol. 53, Issue 1, Pages 1-15, February 2009

Compact Local Color Descriptor based on Rank Correlations
X. Song, D. Muselet and A. Trémeau
IEEE Color and Reflectance in Imaging and Computer Vision Workshop 2009 - CRICV - ICCV Workshops 2009, October 4, 2009, Kyoto, Japan, p.1878-1884.

Local color descriptor for object recognition across illumination changes
X. Song, D. Muselet and A.Trémeau
In Proc. of the Advanced Concepts for Intelligent Vision Systems (ACIVS'09), Bordeaux (France), p.598-605, September 2009.

Exploitation de la couleur pour la reconnaissance d'objets
D. Muselet, X. Song et L. Macaire
Cours et Applications Industrielles de l'Image Numérique Couleur, Editions FredValou, ISBN : 978-2-9532792-0-7, Ecole d'Hiver sur l'Image Numérique Couleur, janvier 2009, Toulon.

Illumination Invariant Spatio-colorimetric normalization
D. Muselet and A.Trémeau
In Proc. of the Int. Conf. on Pattern Recognition (ICPR'08), Tampa (Florida - USA), p.1-4, December 2008.

Rank correlation as illumination invariant descriptor for color object recognition
D. Muselet and A.Trémeau
In Proc. of the IEEE Int. Conf. on Image Processing (ICIP'08), San Diego (California - USA), October 2008, pp 157-160.

Compact color descriptor for object recognition across illumination changes.
D. Muselet and A.Trémeau
In Proc. of the fourth European Conf. on Colour in Graphics, Image and Vision (CGIV'08), Terrassa (Spain), 2008, pp 352-365.

Combining color and spatial information for object recognition across illumination changes
Damien Muselet and Ludovic Macaire
Pattern Recognition Letters,Volume 28, Issue 10, Pages 1176-1185, 15 July 2007

Object Recognition and Pose Estimation Across Illumination Change
Muselet, D., Funt, B., and Macaire, L.
In Proc. of the 2nd International Conference on Computer Vision Theory and Applications (VISAPP'2007), vol. 2, (Barcelona (Spain)), pp. 264-267, March 2007.

Eigen local color histograms for object recognition and orientation estimation
Muselet, D., Funt, B., and Macaire, L.
In Proc. of the SPIE Conf. on Human Vision and Electronic Imaging XII (EI'07), vol. 6492, (San Jose, USA), pp. 64921-62925, Jan. 2007

Fuzzy spatial ranks for object recognition across illumination changes
D. Muselet and L.Macaire
In Proc. of the IEEE Int. Conf. on Multimedia & Expo (ICME'06), (Toronto, Ontario, Canada), pp. 985-988, Jul. 2006

Histogram of fuzzy ranks for object recognition across illumination changes
D. Muselet and L.Macaire
In Proc. of the third European Conf. on Colour in Graphics, Image and Vision (CGIV'06), Leeds (UK), pp. 220-225, Jui. 2006

Color histograms adapted to query-target images for object recognition across illumination changes
D. Muselet, L. Macaire and J. G. Postaire
EURASIP Journal on Applied Signal Processing, Special Issue on Advances in Intelligent Vision Systems : Methods and Applications, volume 14, p. 2164-2172, 2005.

Reconnaissance automatique d’objets sous éclairage non contrôlé par analyse d’images couleur
D. Muselet et L. Macaire
Journée "traitements perceptifs couleur dédiés à l’image et à la vidéo" du GDR ISIS, Cergy-Pontoise, novembre 2005.

Reconnaissance d’objets sous éclairage non contrôlé par l’intersection entre histogrammes couleur spécifiques
D. Muselet, L. Macaire, P. Bonnet et J. G. Postaire
Traitement du Signal, Numéro spécial sur L’image numérique couleur, volume 21 - numéro 6, p.679-698, 2004.

Co-occurrences of adapted features for object recognition across illumination changes
D. Muselet, L.Macaire and J. G. Postaire
In Proc. of the Int. Conf. on Computer Vision and Graphics, Warsaw (Poland), pp. 7-13, September 22-24, 2004.

Reconnaissance d’objets sous éclairage non contrôlé par analyse d’histogrammes invariants et adaptés
D. Muselet, L. Macaire, P.Bonnet et J. G. Postaire
Dans Actes de CORESA-2004 Journées d’études et d’échanges COmpression et REprésentation des Signaux Audiovisuels, p. 203-206, Villeneuve d’Ascq, 2004.

Co-occurrence matrices of color feature vectors for multi-camera vehicle identification
D. Muselet, C. Motamed, L.Macaire and J. G. Postaire
In Proc. of the Int. Conf. on Advanced Concepts for Intelligent Vision Systems, p. 22-29, Ghent (Belgique), 2003.

Color invariant features for multi-camera vehicle identification
D. Muselet, C. Motamed, L.Macaire and J. G. Postaire
In Proc. of the IMACSMulticonference Computational Engineering in Systems Applications, volume 4, p. 232-235, Villeneuve d’Ascq, 2003.

Reconnaissance d’objets grâce à l’analyse des composantes couleur adaptées au changement d’éclairage entre deux images
D. Muselet, L. Macaire, P.Bonnet et J. G. Postaire
Dans Actes du GRETSI-03 Colloque sur le Traitement du Signal et des Images, volume 3, p. 30-33, Paris, 2003.

Invariants couleur - méthodes et applications
L. Macaire et D. Muselet
Dans Actes de l’Ecole de printemps du GDR ISIS Operation Imagerie Couleur, Dijon, avril 2003.

Color person image indexing and retrieval
D. Muselet, L. Macaire and J. G. Postaire
Machine Graphics and Vision, volume 11(2/3), p. 257-283, 2002.

Color invariant for person images indexing
D. Muselet, L. Macaire, J.G. Postaire and L.Khoudour
In Proc. of the first European Conf. on Colour in Graphics, Image and Vision, p. 236-240, Poitiers, 2002.