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Claude Cariou

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Publications

Autonomous method for selection or validation of training samples for large size hyperspectral images

Jihan Alameddine , Kacem Chehdi , Claude Cariou
Journal of applied remote sensing, 2023, 17 (3), pp.038501. ⟨10.1117/1.JRS.17.038501⟩
Journal articles hal-04282500v1
Image document

A Novel Mean-Shift Algorithm for Data Clustering

Claude Cariou , Steven Le Moan , Kacem Chehdi
IEEE Access, 2022, 10, pp.14575-14585. ⟨10.1109/ACCESS.2022.3147951⟩
Journal articles hal-03593568v1
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Hierarchical Unsupervised Partitioning of Large Size Data and Its Application to Hyperspectral Images

Jihan Alameddine , Kacem Chehdi , Claude Cariou
Remote Sensing, 2021, 13 (23), pp.4874. ⟨10.3390/rs13234874⟩
Journal articles hal-03552768v1
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Minimax Bridgeness-Based Clustering for Hyperspectral Data

Steven Le Moan , Claude Cariou
Remote Sensing, 2020, 12 (7), pp.1162. ⟨10.3390/rs12071162⟩
Journal articles hal-02793113v1
Image document

Improving k-nearest neighbor approaches for density-based pixel clustering in hyperspectral remote sensing images

Claude Cariou , S.L. Moan , K. Chehdi
Remote Sensing, 2020, 12 (22), pp.1-29. ⟨10.3390/rs12223745⟩
Journal articles hal-03040362v1
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Learning or assessment of classification algorithms relying on biased ground truth data: what interest?

Kacem Chehdi , Claude Cariou
Journal of applied remote sensing, 2019, 13 (3), pp.034522. ⟨10.1117/1.JRS.13.034522⟩
Journal articles hal-02286839v1
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Unsupervised Nearest Neighbors Clustering with Application to Hyperspectral Images

Claude Cariou , Kacem Chehdi
IEEE Journal of Selected Topics in Signal Processing, 2015, 9 (6), pp.1105 - 1116. ⟨10.1109/JSTSP.2015.2413371⟩
Journal articles hal-01133648v1
Image document

Stable and unsupervised fuzzy C-means method and its validation in the context of multicomponent images

Kacem Chehdi , Akar Taher , Claude Cariou
Journal of Electronic Imaging, 2015, 24 (6), pp.061117--061117. ⟨10.1117/1.JEI.24.6.061117⟩
Journal articles hal-01300888v1

Pixel classification of large size hyperspectral images by affinity propagation

Kacem Chehdi , Mariem Soltani , Claude Cariou
Journal of applied remote sensing, 2014, 8 (1), pp.1-14. ⟨10.1117/1.JRS.8.083567⟩
Journal articles hal-01123981v1

Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping

Luca Demarchi , Frank Canters , Claude Cariou , Giorgio Licciardi , Jonathan Cheung-Wai Chan
ISPRS Journal of Photogrammetry and Remote Sensing, 2014, 87, pp.166-179. ⟨10.1016/j.isprsjprs.2013.10.012⟩
Journal articles hal-01123947v1

BandClust: An Unsupervised Band Reduction Method for Hyperspectral Remote Sensing

Claude Cariou , Kacem Chehdi , Steven Le Moan
IEEE Geoscience and Remote Sensing Letters, 2011, 8 (3), pp.565-569. ⟨10.1109/LGRS.2010.2091673⟩
Journal articles hal-00946927v1

Automatic Georeferencing of Airborne Pushbroom Scanner Images With Missing Ancillary Data Using Mutual Information

Claude Cariou , K. Chehdi
IEEE Transactions on Geoscience and Remote Sensing, 2008, 46 (5), pp.1290-1300. ⟨10.1109/TGRS.2008.916206⟩
Journal articles hal-02141520v1

Unsupervised texture segmentation/classification using 2-D autoregressive modeling and the stochastic expectation-maximization algorithm

Claude Cariou , Kacem Chehdi
Pattern Recognition Letters, 2008, 29 (7), pp.905-917. ⟨10.1016/j.patrec.2008.01.007⟩
Journal articles hal-02141521v1
Image document

Symbol and character recognition: application to engineering drawings

Sébastien Adam , Jean-Marc Ogier , Claude Cariou , Rémy Mullot , Jacques Labiche
IJDAR, 2000, 3 (2), pp.89-101
Journal articles hal-00439443v1

Data Stream Unsupervised Partitioning Based on Optimized Fuzzy C-Means

Yuding Wang , Kacem Chehdi , Claude Cariou , Benoit Vozel
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, United States. ⟨10.1109/igarss52108.2023.10282864⟩
Conference papers hal-04356657v1

Partitioning of Hyperspectral Images in Main Categories and Fine Classes

Jihan Alameddine , Kacem Chehdi , Claude Cariou
IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium, Jul 2023, Pasadena, United States. ⟨10.1109/igarss52108.2023.10283104⟩
Conference papers hal-04356653v1

UNSUPERVISED AND AUTOMATIC TRAINING SAMPLES SELECTION METHOD

Jihan Alameddine , Kacem Chehdi , Claude Cariou
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2022, Kuala Lumpur, Malaysia. ⟨10.1109/IGARSS46834.2022.9883607⟩
Conference papers hal-04086990v1

DATA STREAM UNSUPERVISED PARTITIONING METHOD

Yuding Wang , Kacem Chehdi , Claude Cariou , Benoit Vozel
IEEE International Geoscience and Remote Sensing Symposium (IGARSS), Jul 2022, Kuala Lumpur, Malaysia. ⟨10.1109/IGARSS46834.2022.9884448⟩
Conference papers hal-04086991v1

Improved Nearest Neighbor Density-Based Clustering Techniques with Application to Hyperspectral Images

Claude Cariou , Kacem Chehdi , Steven Le Moan
ICASSP 2020 - 2020 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), May 2020, Barcelona, Spain. pp.4127-4131, ⟨10.1109/ICASSP40776.2020.9053489⟩
Conference papers hal-02793026v1
Image document

GWENN-SS: a simple semi-supervised nearest-neighbor density-based classification method with application to hyperspectral images

Claude Cariou , Kacem Chehdi , Steven Le Moan
Image and Signal Processing for Remote Sensing XXV, Sep 2019, Strasbourg, France. pp.17, ⟨10.1117/12.2533140⟩
Conference papers hal-02354583v1

Optimization of unsupervised affinity propagation clustering method

Jihan Alameddine , Kacem Chehdi , Claude Cariou
Image and Signal Processing for Remote Sensing XXV, Sep 2019, Strasbourg, France. pp.11, ⟨10.1117/12.2533164⟩
Conference papers hal-02354579v1

Parameter-Free Density Estimation for Hyperspectral Image Clustering

S.L. Moan , Claude Cariou
2018 International Conference on Image and Vision Computing New Zealand, IVCNZ 2018, Nov 2018, Auckland, New Zealand. pp.8634706, ⟨10.1109/IVCNZ.2018.8634706⟩
Conference papers hal-02089118v1
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Application of unsupervised nearest-neighbor density-based approaches to sequential dimensionality reduction and clustering of hyperspectral images

Claude Cariou , Kacem Chehdi
Image and Signal Processing for Remote Sensing, Sep 2018, Berlin, Germany. pp.16, ⟨10.1117/12.2325530⟩
Conference papers hal-02354587v1
Image document

Nearest neighbor-density-based clustering methods for large hyperspectral images

Claude Cariou , Kacem Chehdi
Image and Signal Processing for Remote Sensing, Sep 2017, Warsaw, Poland. pp.19, ⟨10.1117/12.2278221⟩
Conference papers hal-02354590v1

Towards a completely blind classifier for hyperspectral images

P. Hallé , S. Le Moan , Claude Cariou
2017 International Conference on Image and Vision Computing New Zealand, IVCNZ 2017, Dec 2017, Christchurch, New Zealand. pp.1-6, ⟨10.1109/IVCNZ.2017.8402444⟩
Conference papers hal-01874634v1

The true false ground truths: What interest?

K. Chehdi , Claude Cariou
Image and Signal Processing for Remote Sensing XXII, Sep 2016, Edinburgh, United Kingdom. ⟨10.1117/12.2241096⟩
Conference papers hal-01484536v1

Unsupervised component reduction of hyperspectral images and clustering without performance loss: Application to marine algae identification

B. Chen , K. Chehdi , E. de Oliveira , Claude Cariou , B. Charbonnier
Image and Signal Processing for Remote Sensing XXII, Sep 2016, Edinburgh, United Kingdom. pp.100040Q, ⟨10.1117/12.2241190⟩
Conference papers hal-01484540v1

A new k-nearest neighbor density-based clustering method and its application to hyperspectral images

Claude Cariou , K. Chehdi
36th IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016, Jul 2016, Beijing, China. pp.6161--6164, ⟨10.1109/IGARSS.2016.7730609⟩
Conference papers hal-01484548v1

Unsupervised and stable LBG algorithm for data classification: application to aerial multicomponent images

A. Taher , K. Chehdi , Claude Cariou
Image and Signal Processing for Remote Sensing XXI, 96431I (October 15, 2015), 2015, Toulouse, France. pp.96431I--96431I--9, ⟨10.1117/12.2191448⟩
Conference papers hal-01300963v1

Unsupervised hierarchical partitioning of hyperspectral images: application to marine algae identification

B. Chen , K. Chehdi , E. de Oliveria , Claude Cariou , B Charbonnier
Image and Signal Processing for Remote Sensing XXI, 96430M (October 15, 2015), 2015, Toulouse, France. pp.96430M--96430M--13, ⟨10.1117/12.2194419⟩
Conference papers hal-01300972v1

A stable and unsupervised Fuzzy C-Means for data classification

Akar Taher , Kacem Chehdi , Claude Cariou
The International Conference on Quality Control by Artificial Vision 2015, Apr 2015, Le Creusot, France. pp.953414
Conference papers hal-02141514v1

An Unsupervised Nonparametric and Cooperative Approach for Classification of Multicomponent Image Contents

Akar Taher , Kacem Chehdi , Claude Cariou
International Conference on Pattern Recognition Applications and methods, Mar 2014, Angers, France. pp.263-270, ⟨10.5220/0004828502630270⟩
Conference papers hal-01126613v1

Hyperspectral image segmentation using a cooperative nonparametric approach

Akar Taher , Kacem Chehdi , Claude Cariou
Conference on Image and Signal Processing for Remote Sensing XIX, Sep 2013, Dresde, Germany. pp.UNSP 88920J, ⟨10.1117/12.2028869⟩
Conference papers hal-00959554v1

Affinity propagation for large size hyperspectral image classification

Mariem Soltani , Kacem Chehdi , Claude Cariou
Conference on Image and Signal Processing for Remote Sensing XIX, Sep 2013, Dresde, Germany. pp.UNSP 88920P, ⟨10.1117/12.2028870⟩
Conference papers hal-00959550v1

An unsupervised cooperative and adaptive approach for multicomponent image segmentation

Akar Taher , Kacem Chehdi , Claude Cariou
4th European Workshop on Visual Information Processing (EUVIP), Jun 2013, Paris, France. pp.71-72
Conference papers hal-01127667v1

Sélection supervisée d’attributs en haute dimension via l’approximation de Kirkwood

Claude Cariou , Kacem Chehdi
GRETSI 2013, Sep 2013, Brest, France
Conference papers hal-01124402v1

Dense registration of CHRIS-Proba and Ikonos images using multi-dimensional mutual information maximization

Claude Cariou , Kacem Chehdi
Conference on Image and Signal Processing for Remote Sensing XIX, Sep 2013, Dresde, Germany. pp.UNSP 88920C, ⟨10.1117/12.2028998⟩
Conference papers hal-00959490v1

Fully automated mosaicking of pushbroom aerial imagery

Claude Cariou , Kacem Chehdi
ICASSP 2008 - 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, Mar 2008, Las Vegas, France. pp.1105-1108
Conference papers hal-02141522v1
Image document

Feature-based deformable image registration with RANSAC based search correspondence

Thomas Colleu , Jian-Kun Shen , Bogdan Matuszewski , Lik-Kwan Shark , Claude Cariou
AECRIS'06 - Atlantic Europe Conference on Remote Imaging and Spectroscopy, Sep 2006, United Kingdom. pp.57-64
Conference papers hal-00640627v1

Analyse spectrale d'images SPOT de l'océan

Jean-Marc Boucher , Claude Cariou , René Garello , Jacques Populus
OSATES : Ocean Space Advanced Technologies European Show : un congrès, une exposition, des visites d'établissements de recherche, des visites de navires scientifiques, Sep 1991, Brest, France. pp.B17-1 - B17-9
Conference papers hal-02884886v1

Estimation spectrale paramétrique d'images de la surface de la mer

René Garello , Claude Cariou , Jean-Marc Boucher
7ème congrès de l'Association québécoise de télédétection : Télédétection et Gestion des Ressources, Oct 1991, Montréal, Canada
Conference papers hal-02884878v1

Estimation spectrale paramétrique 2D: application à la télédétection satellitaire

Claude Cariou , René Garello , Jean-Marc Boucher
Colloque GRETSI 91 : groupe déétudes du traitement du signal et des images, Sep 1991, Juan-Les-Pins, France. pp.125 - 128
Conference papers hal-02884896v1

Wavelength and orientation resolution comparison of spectral estimators for ocean wave systems on SPOT images

Claude Cariou , Jean-Marc Boucher , René Garello
IGARSS'90 : 10th annual International conference on Geoscience and Remote Sensing, May 1990, Washington, United States. pp.1809 - 1812
Conference papers hal-02884844v1

Registration of Multimodal and Multitemporal Images

Claude Cariou , Kacem Chehdi
Ch. Collet; J. Chanussot; K. Chehdi. Multivariate Image Processing, ISTE and Wiley, pp.1-37, 2010, Digital Signal and Image Processing Series, 978-1-84821-139-1
Book sections hal-01126787v1

Non Parametric Stochastic Expectation Maximization for Data Clustering

Gilles Bougenière , Claude Cariou , Kacem Chehdi , Alan Gay
E-business and Telecommunications: 4th International Conference, ICETE 2007, pp.293-303, 2009
Book sections hal-02141519v1

Basic elements of 2-D signal processing (Chapter 1)

Claude Cariou , Olivier Alata , Jean-Marc Le Caillec
ISTE. Two-dimensional Signal Analysis, Wiley, pp.17-64, 2008
Book sections hal-00338870v1

2-D spectral analysis (Chapter 3)

Claude Cariou , Stéphanie Rouquette , Olivier Alata
ISTE. Two-dimensional Signal Analysis, Wiley, pp.115-174, 2008
Book sections hal-00338877v1

2-D linear stochastic modeling (Chapter 2)

Olivier Alata , Claude Cariou
ISTE. Two-dimensional Signal Analysis, Wiley, pp.65-114, 2008
Book sections hal-00338873v1