Publications
2013
- D. Grosgeorge, C. Petitjean, J.-N. Dacher, S. Ruan. Graph cut segmentation with a statistical shape model in cardiac MRI, accepted in Computer Vision and Image Understanding, 2013.
- H. Mi, C. Petitjean, S. Ruan, B. Dubray, P. Vera, Predicting lung tumor evolution during radiotherapy from PET images using a patient specific model, Proceedings of the IEEE International Symposium on Biomedical Imaging (ISBI'13), San Francisco, USA, April 2013
2012
- D. Grosgeorge, C. Petitjean, S. Ruan, J. Caudron, J.-N. Dacher. Right ventricle segmentation by graph cut with shape prior. MICCAI International Workshop, Right Ventricle Segmentation Challenge, 2012.
- C. Désir, S. Bernard, C. Petitjean, L. Heutte. A new random forest method for one class classification. IAPR International Workshop on Statistical Techniques in Pattern Recognition, SPR 2012, Hiroshima, Japan, November 2012.
- C. Désir, S. Bernard, C. Petitjean, L. Heutte. A random forest
based approach for one class classification in medical imaging. 3rd
MICCAI International Workshop on Machine Learning in Medical Imaging,
MLMI 2012, Nice, France,
LNCS 7588, pp. 250--257, October 2012.
- C. Désir, C. Petitjean, L. Heutte, M. Salaün, L. Thiberville, Classification of endomicroscopic images of the lung based on random subwindows and extra-trees, IEEE Transactions on Biomedical Engineering, Volume 59, Issue 9, pp. 2677- 2683, 2012 pdf download
- J. Caudron, J. Fares, V. Lefebvre, P.-H. Vivier, C. Petitjean, and J.-N. Dacher. Cardiac MR Assessment of Right Ventricular Function in Acquired Heart Disease: Factors of Variability, Academic Radiology, Volume 19, Issue 8, pp. 991-1002, 2012
- D. Hébert, C. Désir, C. Petitjean, L. Heutte, L. Thiberville,
Detection of pathological condition in distal lung images, Proceedings
of the IEEE International Symposium on Biomedical Imaging (ISBI), pp.
1603 - 1606, Barcelona, Spain, 2012
- C. Désir, C. Petitjean, L. Heutte, M. Salaün,
L. Thiberville, An SVM distal lung image classification using texture
descriptors, Computerized Medical Imaging and Graphics, 36, pp.
264-270, 2012 pdf
download
- D. Grosgeorge, C. Petitjean, S. Ruan, Segmentation d’images par coupe de graphe avec a priori de forme, RFIA'12, Lyon, France, January 2012
2011
- J. Caudron, J. Fares, V. Lefebvre, P.-H. Vivier, C. Petitjean, and J.-N. Dacher. Diagnostic accuracy and variability of three semi-quantitative methods for assessing right ventricular systolic function from cardiac MRI in patients with acquired heart disease, European Radiology, 21(10), 2111-20, 2011
- C. Petitjean and J.-N. Dacher, A review of segmentation
methods in short-axis cardiac images, Medical Image Analysis, vol. 15,
pp. 169-184, 2011 pdf
download
- D. Grosgeorge, C. Petitjean, J. Caudron, J. Fares, J.-N.
Dacher, Automatic cardiac image segmentation: a validation study,
International Journal of Computer Assisted Radiology and Surgery, Vol.
6, p. 573-581, 2011 pdf
download
2010
- C. Désir, C. Petitjean, L. Heutte, L. Thiberville, Using a priori knowledge to classify in vivo images of the lung, ICIC 2010, LNAI 6216, p. 207-212, Changsha, China, August 2010.
- B. Lelandais, C. Désir, C. Petitjean, L. Heutte, L. Thiberville, Classification d’images alvéoscopiques par extra-trees, RFIA, Caen, France, January 2010
2009
- A. Saint-Réquier, B. Lelandais, C. Petitjean, C. Désir, M. Salaün,
L. Thiberville, L. Heutte, Characterization of endomicroscopic images
of the distal lung for computer-aided diagnosis, International
Conference on Intelligent Computing, ICIC 2009, Ulsan, South Korea,
LNCS 5754, Springer, pp. 994-1003, Sept. 2009 pdf
download
- C. Petitjean, L. Heutte, V. Delcourt, R. Kouadio, Extraction automatique de pendules dans des images de caténaire, Actes du 22ème Colloque GRETSI sur le Traitement du Signal et des Images, Dijon, France, Sept. 2009 pdf download
- C. Petitjean, J. Benoist, L. Thiberville, M. Salaün, L. Heutte,
Classification d’images endomicroscopiques du système respiratoire
alvéolaire. Actes du 22ème Colloque GRETSI sur le Traitement du Signal
et des Images, Dijon, France, Sept. 2009
- C. Petitjean, C. Désir, M. Salaün, L. Thiberville, L. Heutte, Automatic classification of in vivo distal lung images for computer-aided diagnosis, Medical Image Understanding and Analysis, London, UK, July 2009
- C. Petitjean, J. Benoist, L. Thiberville, M. Salaün, L. Heutte, Classification of In-vivo Endomicroscopic Images of the Alveolar Respiratory System, IAPR Conference on Machine Vision Applications (MVA), Yokohama, Japan, pp. 471-474, May 2009 pdf download
- C. Petitjean, L. Heutte, R. Kouadio, V. Delcourt, Automatic
Extraction of Droppers in Catenary Scenes, IAPR Conference on Machine
Vision Applications (MVA), Yokohama, Japan, pp. 497-500, May 2009
- C. Petitjean, R. Kouadio, L. Heutte, V. Delcourt, A Top-Down Approach for Automatic Dropper Extraction in Catenary Scenes, LNCS Proceedings of IbPRIA, p.225-232, Povoa de Varzim, Portugal, June 2009.
- PH Vivier, E Blondiaux, M Dolores, N Marouteau-Pasquier, M Brasseur, C. Petitjean, JN Dacher, Uro-IRM fonctionnelle chez l’enfant, J Radiol, 90:11-19, 2009
2008
- P.-H. Vivier, M. Dolores, I. Gardin, P. Zhang, C. Petitjean, J.-N. Dacher, In vitro assessment of a three-dimensional segmentation algorithm based on the belief functions theory in calculating renal volumes by MR imaging, American Journal of Roentgenology, 191, p.127-134, September 2008.
- F. Montreuil, R. Kouadio, C. Petitjean, L. Heutte, V. Delcourt, Automatic extraction of information for catenary scene analysis, Proceedings of the 16th European Signal Processing Conference (EUSIPCO'08), Lausanne, Switzerland, August 2008.
- R. Kouadio, V. Delcourt, L. Heutte and C. Petitjean, Video based catenary inspection for preventive maintenance on Iris 320,World Congress of Railway Research, Séoul, Korea, May 2008.
2005 and before
- N. Rougon, C. Petitjean, F.Prêteux, P.Cluzel, P.Grenier, A non-rigid registration approach for quantifying myocardial contraction in tagged MRI using generalized information measures, Medical Image Analysis, Vol. 9(4), August 2005, p. 353-375.
- C. Petitjean, N.Rougon, P.Cluzel, Assessment of myocardial function: A review of quantification methods and results using tagged MRI, Journal of Cardiovascular Magnetic Resonance, Vol. 7(2), April 2005, p. 501-516.
- C. Petitjean, N.Rougon, P.Cluzel, F.Prêteux, P.Grenier, Quantification of myocardial function using tagged MR and cine MR images, International Journal of Cardiovascular Imaging, Vol. 20(6), March 2005, p. 497-508.
- C. Petitjean, N.Rougon, P.Cluzel, F.Prêteux, P.Grenier, A statistical motion atlas for dynamically assessing myocardial function in MRI, Proceedings 7th Annual SCMR Scientific Sessions / Euro CMR 2004 Meeting, Barcelona, Spain, 13-15 February 2004, p. 22-23.
- C. Petitjean, N.Rougon, F.Prêteux, Building and using a statistical 3D motion atlas for analyzing myocardial contraction in MRI , Proceedings SPIE Conference on Image Processing - SPIE International Symposium Medical Imaging'04, San Diego, CA, Vol. 5370, 14-19 February 2004, p. 253-264.
- C. Petitjean, N.Rougon, F.Prêteux, Ph.Cluzel, Ph.Grenier, Automated 3D measurement of myocardial contraction from tagged MR sequences Proceedings RSNA 89th Scientific Assembly and Annual Meeting (RSNA'2003), Chicago, IL, 30 November - 5 December 2003, p. 414.
- N. Rougon, C. Petitjean, F. Prêteux. "Variational non rigid image registration using exclusive f-information". Dans Proceedings of the IEEE International Conference on Image Processing (ICIP'2003), Barcelone, Espagne, 14-17 septembre 2003.
- C. Petitjean, N. Rougon, Ph. Cluzel, F. Prêteux, Ph. Grenier. "Measuring myocardial deformations in tagged MR image sequences using information-theoretic non rigid registration". Dans Proceedings of the17th International Congress and Exhibition on Computer Assisted Radiology and Surgery (CARS'2003), Londres, UK, 25-28 juin 2003.
- C. Petitjean, N. Rougon, Ph. Cluzel, F. Prêteux, Ph. Grenier. "A non rigid registration approach for measuring myocardial contraction in tagged MRI using exclusive f-information". Dans Proceedings of the International IAPR Conference on Image and Signal Processing (ICISP'2003), Agadir, Maroc, 25-27 juin 2003.
- C. Petitjean, N. Rougon, Ph. Cluzel, F. Prêteux, Ph. Grenier. "Measuring myocardial deformations in tagged MR image sequences using informational non rigid registration". Dans Proceedings of the Second International Workshop on Functional Imaging and Modeling of the Heart (FIMH'2003), Lyon, France, 5-6 juin 2003.
- N. Rougon, C. Petitjean, F. Prêteux. "Recalage non-rigide d'images par mesures informationnelles généralisées". Dans Actes du 19ème Colloque GRETSI sur le Traitement du Signal et des Images, Paris, France, 8-11 septembre 2003.
- P. Delmas, C. Petitjean. "Level set for face feature extraction: Application to lip tracking". Dans Image and Vision Computing New Zealand 2002, Auckland, Nouvelle-Zélande, 26-28 novembre 2002.
- C. Petitjean, N. Rougon, Ph. Cluzel, F. Prêteux, Ph.Grenier, Evaluation de techniques de recalage non rigide pour l'analyse quantitative de la fonction contractile myocardique en IRM de marquage, Actes Journées Francaises de Radiologie (JFR'2002), Paris, France, October 2002.
- C. Petitjean, N.Rougon, Ph.Cluzel, F.Prêteux, Ph.Grenier, Benchmarking non-rigid registration techniques for the quantitative analysis of myocardial function in tagged-MR imaging, European Congress of Radiology 2002 (ECR'2002), Vienna, Austria, March 2002.


