Damien Muselet |
Introduction Publications |
Assistant Professor
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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) Sparse coding and normalization for deep Fisher score representation S. Xu, D. Muselet, A. Tremeau In Computer Vision and Image Understanding (CVIU) 220, 103436, 2022. Predicting the colors of reference surfaces for color constancy I. Dubuisson, D. Muselet, Y. Basso-Bert, A. Tremeau, R. Laganière In IEEE International Conference on Image Processing (ICIP), 2022. Multi-View Learning for Material Classification B.U. Sumon, D. Muselet, S. Xu, A. Trémeau In Journal of Imaging 8 (7), 186, MDPI, 2022. Our new material image dataset:UJM-TIV Dataset Deep Fisher Score Representation via Sparse Coding S. Xu, D. Muselet, A. Tremeau In International Conference on Computer Analysis of Images and Patterns, 412-421, Best Paper, 2021. Confidence-based local feature selection for material classification S. Xu, D. Muselet, A. Tremeau, R. Laganière In 35th International Conference on Image and Vision Computing New Zealand (IVCNZ), 2020. Mask-guided image classification with siamese networks H. Alqasir, D. Muselet and C. Ducottet In International Conference on Computer Vision Theory and Applications (VISAPP), 2020. Region proposal oriented approach for domain adaptive object detection H. Alqasir, D. Muselet and C. Ducottet In International Conference on Advanced Concepts for Intelligent Vision Systems (ACIVS), 2020. Impact of background context for material recognition S. Xu, D. Muselet, A. Tremeau In Color Imaging Conference, 2019. Deep learning for material recognition: most recent advances and open challenges S. Xu, D. Muselet, A. Tremeau In International Conference on Big Data, Machine Learning and Applications (BIGDML), 2019. Interréflexions lumineuses dans une v-cavité lambertienne D. Saint-Pierre, R. Deeb, D. Muselet, L. Simonot and M. Hébert In Lionel Simonot and Pierre Boulenguez, editors, Quand la matière diffuse la lumière, pages 335–360. Presses des Mines, Paris, 2019. Deep Spectral Reflectance and Illuminant Estimation from Self-Interreflections R. Deeb, J. Van de Weijer, D. Muselet, M. Hebert, A. Tremeau Journal of the Optical Society of America A, Vol. 36, Issue 1, pp. 105-114, 2019. 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. 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. 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). 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). 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. 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. 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. 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. 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. 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. 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. 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). 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 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. 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. |