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Publications (with 24 Collaborators from 12 different countries)

Thesis

 

[66]            H. Sahbi.
Coarse to fine Support Vector Machines for Hierarchical Face Detection.
Ph.D. Thesis, Computer Science, University of Versailles at France, April 2003.
Supervisor Professor D. Geman

[65]            H. Sahbi.
3D Face Reconstruction using stereo and photometric models.
M.S. Thesis, Electrical Engineering and Computer Sciences (LRI), University of Orsay France, July 99.

Journal Papers

 

[64]            H. Sahbi, J-Y. Audibert and R. Keriven
Context-Dependent Kernels for Object Classification,
In Pattern Analysis and Machine Intelligence (PAMI), volume 33, number 4, April 2011.

[63]            T. Napoleon and H. Sahbi
From 2D Photography Silhouettes to 3D Object Retrieval: Contributions and Benchmarking
Eurasip Journal on Image and Video Processing, 2010.

[62]            H. Sahbi
A Particular Gaussian Mixture Model for Clustering and its Application to Image Retrieval.
Journal of Applied Intelligence. Special issue on Neural Networks for Data Mining and Pattern Recognition, volume 12, Issue 7, February 2008.

[61]            H. Sahbi and D. Geman.
A hierarchy of support vector machines for Face detection. (Published, click to get the PROOF)
Journal of Machine Learning Research, Volume 7, 2087--2123, October, 2006.

[60]            H. Sahbi.
Kernel PCA for Similarity Invariant Shape Recognition (Published, click to get the PROOF).
Journal of Neurocomputing, Volume/Issue 70/16-18 pages 3034-3045, November 2006.

[59]            H. Sahbi and N.Boujemaa
Fuzzy Clustering: Consistency of Entropy Regularization (Published, click to get the PROOF).
Journal of Soft Computing, ISSN 1615-3871, 2006.

[58]            F. Fleuret and H. Sahbi.
Coarse to Fine Object Detection (Published, click to get the PROOF).
In ERCIM Journal. Special Theme on Machine Perception, N 55, October, 2003.

Books and Book Chapters

 

[57]            H. Sahbi, X. Li, S. Tollari, H. Glotin, P. Mulhem, A. Fakeri-Tabrizi, Z. Zhong-Qiu and P. Gallinari.
Machine Learning for Image Annotation (in french)
In Hermes Eds, 2011.

 

[56]            B. Zagar, A. Kuijper, and H. Sahbi
Signal Processing, Pattern Recognition and Applications (Proceedings of the 7th International Conference)
B. Zagar, A. Kuijper, and H. Sahbi, eds., Acta Press, 2010, ISBN: 978-0-88986-822-9.

 

[55]            S. Tollari, P. Mulhem, M. Ferecatu, G. Hervé, M. Detyniecki, P. Gallinari, H. Sahbi and Z.-Q. Zhao
A Comparative Study of Diversity Methods for Different Text and Image Retrieval Approaches
CLEF 2008, Springer-Verlag 2009.

 

[54]            H. Sahbi and N. Boujemaa
Fuzzy Clustering: Consistency of Entropy Regularization.
Computational Intelligence Theory and Applications, Springer Verlag, B. Reusch (Ed.), pages 95-107, 2004.

Conferences and Reports

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[53]        X. Li and H. Sahbi.
Superpixel-Based Object Class Segmentation Using Conditional Random Fields (poster)
In the International Conference on Acoustics, Speech, and Signal Processing (ICASSP), 2011.

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[52]        N. Bourdis, D. Marraud and H. Sahbi.
Constrained Optical Flow for Aerial Image Change Detection (oral)
In the International Geo-science and remote sensing symposium (IGARSS), 2011.

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[51]        N. Bourdis, H. Sahbi and D. Marraud.
Multiple Aerial Videos for Change Detection
Technical report, Telecom Paristech 2011D007, September 2011.

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[50]        F. YuanGXia, H. Sahbi and V. Prinet.
Spatio-Temporal Interest Points Chain (STIPC) for Activity Recognition (oral)
In the Asian Conference on Pattern Recognition (ACPR), 2011.

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[49]        F. Yuan, H. Sahbi and V. Prinet.
Spatio-Temporal Context Kernel for Activity Recognition (poster)
In the Asian Conference on Pattern Recognition (ACPR), 2011.

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[48]        H. Sahbi and X. Li.
Context Based Support Vector Machines for Interconnected Image Annotation (oral)
In the Asian Conference on Computer Vision (ACCV), 2010.

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[47]        H. Sahbi and X. Li.
TELECOM ParisTech at ImageCLEF 2010 Photo Annotation Task: Combining Tags and Visual Features for Learning-Based Image Annotation (poster)
CLEF (Notebook Papers/LABs/Workshops), 2010.

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[46]        H. Sahbi and X. Li.
Context Dependent SVMs for Interconnected Image Network Annotation (poster)
In ACM Multimedia, 2010.

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[45]        H. Sahbi and J-Y. Audibert.
Network Dependent Kernels for Image Ranking (poster)
In IEEE international conference on image processing, September, 2010.

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[44]        X. Li and H. Sahbi.
Object Class Segmentation Using Boosted Conditional Random Fields
Technical Report, TELECOM ParisTech, 2010D015, June 2010.

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[43]        H. Sahbi, L. Ballan, G. Serra and A. DelBimbo.
Context Dependent Logo Matching and Retrieval
Technical Report, TELECOM ParisTech, 2010D009 March 2010.

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[42]        T. Napoleon and H. Sahbi.
Sketch Driven Mental 3D Object Retrieval (See also Youtube video)
In the proceedings of the Electronic Imaging Conference, 3D Image Processing (3DIP) and Applications January 2010.

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[41]        Y. Han, G. Liu, H. Sahbi and G. Chollet.
A Graph Based Approach to Speaker Retrieval in Talk Show Videos with Transcript-Based Supervision.
PCM 2009: 962-967 December 2009.

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[40]        M. Ferecatu and H. Sahbi.
Multi-View Object Matching and Tracking using Canonical Correlation Analysis
In the IEEE International Conference on Image Processing November 2009.

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[39]        T. Napoleon and H. Sahbi.
3D Object Retrieval using 2D Views
In the IEEE International Conference on Image Processing November 2009.

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[38]        H. Sahbi and J-Y. Audibert.
Social Network Kernel for Image Ranking and Retrieval (report)
research report N 2009D009, TELECOM ParisTech March 2009.

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[37]        T. Napoleon and H. Sahbi.
From 2D Photography to 3D Object Retrieval: Contributions and Benchmarking (report)
research report N 2009D008, TELECOM ParisTech Feb 2009.

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[36]        H. Sahbi, J-Y. Audibert and R. Keriven.
Incorporating Context and Geometry in Kernel Design (report)
research report N 2009D002, TELECOM ParisTech Jan 2009.

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[35]        S. Tollari, M. Detyniecki, M. Ferecatu, H. Glotin, P. Mulhem, M.R. Amini, A. Fakeri-Tabrizi, P. Gallinari, H. Sahbi and Z-Q. Zhao .
Consortium AVEIR at ImageClefphoto 2008: on the fusion of runs (oral +poster)
in QUAERO/CLEF workshop, Sep 2008.

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[34]        M. Ferecatu and H. Sahbi.
TELECOM ParisTech at ImageClefphoto 2008: Bi-Modal Text and Image Retrieval with Diversity Enhancement (poster)
in QUAERO/CLEF workshop Sep 2008.

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[33]        H. Sahbi, J-Y. Audibert, J. Rabarisoa and R. Keriven.
Robust Matching and Recognition using Context-Dependent Kernels (oral + poster)
In the proceedings of International Conference on Machine Learning (ICML), July 2008.

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[32]        H. Sahbi, P. Etyngier, J-Y Audibert and R. Keriven.
Manifold Learning using Robust Graph Laplacian for Interactive Image Retrieval (poster)
In the proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2008.

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[30]        H. Sahbi, J-Y. Audibert, J. Rabarisoa and R. Keriven.
Context-Dependent Kernel Design for Object Matching and Recognition (poster)
In the proceedings of IEEE Conference on Computer Vision and Pattern Recognition (CVPR), June 2008.

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[29]        H. Sahbi, J-Y Audibert, J. Rabarisoa and R. Keriven.
Object Matching and Recognition Using Context Dependent Similarity Kernels (Best Paper Award, oral)
In the proceedings of IEEE Workshop on Content Based Multimedia Indexing (CBMI) , June 2008.

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[28]        H. Sahbi, P. Etyngier, J-Y Audibert and R. Keriven.
Graph Laplacian for Interactive Image Retrieval (oral)
to appear in the proceedings of 33 International Conference on Acoustics, Speech, and Signal Processing (Image/Video Storage and Retrieval), April 2008.

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[27]        H. Sahbi, J-Y Audibert, J. Rabarisoa and R. Keriven.
Context-Dependent Kernel Design for Object Matching and Recognition (report)
Research Report N 2007D018, ENST Paris, ParisTech, December 2007.

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[26]        H. Sahbi, J-Y Audibert and R. Keriven.
Graph-Cut Transducers for Relevance feedback in Content Based Image Retrieval (poster)
In the proceedings of ICCV (International Conference on Computer Vision), October 2007.

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[25]        H. Sahbi, P. Etyngier, J-Y Audibert and R. Keriven.
Graph Laplacian for Interactive Image Retrieval (report)
Certis research report N 07-32, Ecole Nationale des Ponts et Chaussees, France. April 2007.

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[24]        H. Sahbi, J-Y Audibert and R. Keriven.
Graph Cut Transducers for Relevance Feedback in Content Based Image Retrieval (report)
Certis research report N 07-30, Ecole Nationale des Ponts et Chaussees, France. February, 2007.

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[23]        H. Sahbi.
A Particular Gaussian Mixture Model for Clustering (long oral)
In the 4th International Symposium on Neural Networks, Nanjing, China 2007.

[22]        K.C. Sim, W. Byrne, M. Gales, H. Sahbi and P. Woodland.
Consensus Network Decoding For Statistical Machine Translation System Combination (poster)
in the 32nd International Conference on Acoustics, Speech, and Signal Processing (ICASSP), Hawai, USA, 2007.

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[21]        S. Thiemert, H. Sahbi and M. Steinebach..
Using entropy for image and video authentication watermarks (oral)
in the Conference on Security, Steganography, and Watermarking of Multimedia Contents, SPIE. San Jose, CA, January, 2006.

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[20]        H. Sahbi.
Affine Invariant Shape Description Using the Triangular Kernel and Its Application to Leaf Recognition (poster).
In the proceedings of the IEEE International Workshop On Content Based Multimedia Indexing Letvia,June, 2005.

[19]        H. Sahbi and N. Boujemaa
Validity of Fuzzy Clustering Using Entropy Regularization (oral)
In the proceedings of the IEEE International Conference on Fuzzy Systems, Reno,May, 2005.

[18]        L. Huajian, H. Sahbi, L.C. Ferri and M. Steinebach .
Advanced Semantic Authentication of Face Images (oral)
In the proceedings of the 5th International Workshop on Image Analysis for Multimedia Interactive Services, Montreux,April, 2005.

[17]        S. Thiemert, H. Sahbi and M. Steinebach .
Applying Interest Operators in Semi-Fragile Video Watermarking (oral)
In the proceedings of the international Conference on Security, Steganography, and Watermarking of Multimedia Contents, SPIE, San Jose, CA, January, 2005.

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[24]        H. Sahbi.
Affine Invariant Shape Description Using the Triangular Kernel (internal report)
INRIA-Research Report Number 5308, September, 2004.

[15]        H. Sahbi and N. Boujemaa.
Fuzzy Clustering: Consistency of Entropy Regularization (Invited Paper)
International Conference on Computational Intelligence (Special Session on Fuzzy Clustering), Dortmund, September, 2004.

[14]        H. Sahbi and F. Fleuret.
Kernel Methods and Scale Invariance Using the Triangular Kernel (internal report)
INRIA Research Report, RR-5143, March, 2004.

[13]        H. Liu, H. Sahbi, L.C. Ferri and M. Steinebach .
Authentication Using Automatic Detected Regions of Interest (poster)
In the proceedings of the 5th International Workshop on Image Analysis for Multimedia Interactive Services, Lisboa, April, 2004.

[12]        N. Boujemaa, F. Fleuret, V. Gouet and H. Sahbi .
Visual Content Extraction for Automatic Semantic Annotation of Video News (oral)
In the proceedings of the SPIE Conference San Jose, CA, January, 2004.

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[11]        F. Fleuret and H. Sahbi .
Scale-Invariance of Support Vector Machines Based on the Triangular Kernel (oral)
Third International Workshop on Statistical and Computational Theories of Vision (part of ICCV2003) , Nice, October, 2003.

[10]        H. Sahbi and F. Fleuret .
Scale-Invariance of Support Vector Machines Based on the Triangular Kernel (internal report)
INRIA Research Report, N 4601, October, 2002.

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[9]        H. Sahbi, D. Geman and N. Boujemaa .
Face Detection Using Coarse-to-Fine Support Vector Classifiers (poster)
In the IEEE, International Conference on Image Processing, Rochester, New York, September, 2002.

[8]        H. Sahbi and N. Boujemaa .
Coarse-to-Fine Support Vector Classifiers for Face Detection (poster)
In the IEEE, International Conference on Pattern Recognition Quebec City, August, 2002.

[7]        H. Sahbi and N. Boujemaa .
Coarse-to-fine Face Detection Based on Skin Color Adaption (oral)
n the Springer Verlag Lecture Notes in Computer Science. ECCV's 2002 Workshop on Biometric Authentication, Copenhagen, June, 2002.

[6]        H. Sahbi and N. Boujemaa .
Robust Face Recognition Using Dynamic Space Warping (oral)
In the Springer Verlag Lecture Notes in Computer Science. ECCV's 2002 Workshop on Biometric Authentication, Copenhagen, June, 2002.

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[5]        N. Boujemaa, J. Fauqueur, M. Ferecatu, V. Gouet, B. Lesaux and H. Sahbi .
Interactive Specific and Generic Image Retrieval. (oral)
NSF/ INRIA/ Berkeley/ IBM MMCBIR Workshop , INRIA - Rocquencourt,September, 2001.

[4]        H. Sahbi and N. Boujemaa .
Robust Matching By Dynamic Space Warping For Accurate Face Recognition (poster)
In the IEEE, International Conference on Image Processing, ICIP Thessaloniki,September, 2001.

[3]        H. Sahbi and N. Boujemaa .
Accurate Face Detection Based on Coarse Segmentation and Fine Skin Color Adaption (poster)
In the International Conference on Image and Signal Processing . ICISP Agadir,May, 2001.

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[2]        H. Sahbi and N. Boujemaa .
Coarse-to-fine Skin and Face Detection (poster)
In the 8 th ACM International Multimedia Conference (poster) Los Angeles, CA, October, 2000.

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[1]        Ait-Aoudia, H. Sahbi, I. Maames, M. Bouleknafed, A. Moussaoui.
Solid Modeling (oral)
JECHM'98 (Journées d'Etudes sur la Communication Homme-Machine), Algiers, December, 1998.

2007 TSI Lab, ENST Paris , France.
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