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Number of documents

37

Publications


Journal articles11 documents

  • Steven Le Moan, Claude Cariou. Minimax Bridgeness-Based Clustering for Hyperspectral Data. Remote Sensing, MDPI, 2020, 12 (7), pp.1162. ⟨10.3390/rs12071162⟩. ⟨hal-02793113⟩
  • Claude Cariou, S.L. Moan, K. Chehdi. Improving k-nearest neighbor approaches for density-based pixel clustering in hyperspectral remote sensing images. Remote Sensing, MDPI, 2020, 12 (22), pp.1-29. ⟨10.3390/rs12223745⟩. ⟨hal-03040362⟩
  • Kacem Chehdi, Claude Cariou. Learning or assessment of classification algorithms relying on biased ground truth data: what interest?. Journal of applied remote sensing, Bellingham, WA : SPIE, 2019, 13 (3), pp.034522. ⟨10.1117/1.JRS.13.034522⟩. ⟨hal-02286839⟩
  • Kacem Chehdi, Akar Taher, Claude Cariou. Stable and unsupervised fuzzy C-means method and its validation in the context of multicomponent images. Journal of Electronic Imaging, SPIE and IS&T, 2015, 24 (6), pp.061117--061117. ⟨10.1117/1.JEI.24.6.061117⟩. ⟨hal-01300888⟩
  • Claude Cariou, Kacem Chehdi. Unsupervised Nearest Neighbors Clustering with Application to Hyperspectral Images. IEEE Journal of Selected Topics in Signal Processing, IEEE, 2015, 9 (6), pp.1105 - 1116. ⟨10.1109/JSTSP.2015.2413371⟩. ⟨hal-01133648⟩
  • Luca Demarchi, Frank Canters, Claude Cariou, Giorgio Licciardi, Jonathan Cheung-Wai Chan. Assessing the performance of two unsupervised dimensionality reduction techniques on hyperspectral APEX data for high resolution urban land-cover mapping. ISPRS Journal of Photogrammetry and Remote Sensing, Elsevier, 2014, 87, pp.166-179. ⟨10.1016/j.isprsjprs.2013.10.012⟩. ⟨hal-01123947⟩
  • Kacem Chehdi, Mariem Soltani, Claude Cariou. Pixel classification of large size hyperspectral images by affinity propagation . Journal of applied remote sensing, Bellingham, WA : SPIE, 2014, 8 (1), pp.1-14. ⟨10.1117/1.JRS.8.083567⟩. ⟨hal-01123981⟩
  • Claude Cariou, Kacem Chehdi, Steven Le Moan. BandClust: An Unsupervised Band Reduction Method for Hyperspectral Remote Sensing. IEEE Geoscience and Remote Sensing Letters, IEEE - Institute of Electrical and Electronics Engineers, 2011, 8 (3), pp.565-569. ⟨10.1109/LGRS.2010.2091673⟩. ⟨hal-00946927⟩
  • Claude Cariou, K. Chehdi. Automatic Georeferencing of Airborne Pushbroom Scanner Images With Missing Ancillary Data Using Mutual Information. IEEE Transactions on Geoscience and Remote Sensing, Institute of Electrical and Electronics Engineers, 2008, 46 (5), pp.1290-1300. ⟨10.1109/TGRS.2008.916206⟩. ⟨hal-02141520⟩
  • Claude Cariou, Kacem Chehdi. Unsupervised texture segmentation/classification using 2-D autoregressive modeling and the stochastic expectation-maximization algorithm. Pattern Recognition Letters, Elsevier, 2008, 29 (7), pp.905-917. ⟨10.1016/j.patrec.2008.01.007⟩. ⟨hal-02141521⟩
  • Sébastien Adam, Jean-Marc Ogier, Claude Cariou, Rémy Mullot, Jacques Labiche, et al.. Symbol and character recognition: application to engineering drawings. IJDAR, 2000, 3 (2), pp.89-101. ⟨hal-00439443⟩

Conference papers21 documents

  • Claude Cariou, Kacem Chehdi, Steven Le Moan. Improved Nearest Neighbor Density-Based Clustering Techniques with Application to Hyperspectral Images. 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⟩. ⟨hal-02793026⟩
  • Jihan Alameddine, Kacem Chehdi, Claude Cariou. Optimization of unsupervised affinity propagation clustering method. Image and Signal Processing for Remote Sensing XXV, Sep 2019, Strasbourg, France. pp.11, ⟨10.1117/12.2533164⟩. ⟨hal-02354579⟩
  • Claude Cariou, Kacem Chehdi, Steven Le Moan. GWENN-SS: a simple semi-supervised nearest-neighbor density-based classification method with application to hyperspectral images. Image and Signal Processing for Remote Sensing XXV, Sep 2019, Strasbourg, France. pp.17, ⟨10.1117/12.2533140⟩. ⟨hal-02354583⟩
  • S.L. Moan, Claude Cariou. Parameter-Free Density Estimation for Hyperspectral Image Clustering. 2018 International Conference on Image and Vision Computing New Zealand, IVCNZ 2018, Nov 2018, Auckland, New Zealand. pp.8634706, ⟨10.1109/IVCNZ.2018.8634706⟩. ⟨hal-02089118⟩
  • Claude Cariou, Kacem Chehdi. Application of unsupervised nearest-neighbor density-based approaches to sequential dimensionality reduction and clustering of hyperspectral images. Image and Signal Processing for Remote Sensing, Sep 2018, Berlin, Germany. pp.16, ⟨10.1117/12.2325530⟩. ⟨hal-02354587⟩
  • Claude Cariou, Kacem Chehdi. Nearest neighbor-density-based clustering methods for large hyperspectral images. Image and Signal Processing for Remote Sensing, Sep 2017, Warsaw, Poland. pp.19, ⟨10.1117/12.2278221⟩. ⟨hal-02354590⟩
  • P. Hallé, S. Le Moan, Claude Cariou. Towards a completely blind classifier for hyperspectral images. 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⟩. ⟨hal-01874634⟩
  • K. Chehdi, Claude Cariou. The true false ground truths: What interest?. Image and Signal Processing for Remote Sensing XXII, Sep 2016, Edinburgh, United Kingdom. ⟨10.1117/12.2241096⟩. ⟨hal-01484536⟩
  • B. Chen, K. Chehdi, E. de Oliveira, Claude Cariou, B. Charbonnier. Unsupervised component reduction of hyperspectral images and clustering without performance loss: Application to marine algae identification. Image and Signal Processing for Remote Sensing XXII, Sep 2016, Edinburgh, United Kingdom. pp.100040Q, ⟨10.1117/12.2241190⟩. ⟨hal-01484540⟩
  • Claude Cariou, K. Chehdi. A new k-nearest neighbor density-based clustering method and its application to hyperspectral images. 36th IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2016, Jul 2016, Beijing, China. pp.6161--6164, ⟨10.1109/IGARSS.2016.7730609⟩. ⟨hal-01484548⟩
  • Akar Taher, Kacem Chehdi, Claude Cariou. A stable and unsupervised Fuzzy C-Means for data classification. The International Conference on Quality Control by Artificial Vision 2015, Apr 2015, Le Creusot, France. pp.953414. ⟨hal-02141514⟩
  • A. Taher, K. Chehdi, Claude Cariou. Unsupervised and stable LBG algorithm for data classification: application to aerial multicomponent images. Image and Signal Processing for Remote Sensing XXI, 96431I (October 15, 2015), 2015, Toulouse, France. pp.96431I--96431I--9, ⟨10.1117/12.2191448⟩. ⟨hal-01300963⟩
  • B. Chen, K. Chehdi, E. de Oliveria, Claude Cariou, B Charbonnier. Unsupervised hierarchical partitioning of hyperspectral images: application to marine algae identification. Image and Signal Processing for Remote Sensing XXI, 96430M (October 15, 2015), 2015, Toulouse, France. pp.96430M--96430M--13, ⟨10.1117/12.2194419⟩. ⟨hal-01300972⟩
  • Akar Taher, Kacem Chehdi, Claude Cariou. An Unsupervised Nonparametric and Cooperative Approach for Classification of Multicomponent Image Contents. International Conference on Pattern Recognition Applications and methods, Mar 2014, Angers, France. pp.263-270, ⟨10.5220/0004828502630270⟩. ⟨hal-01126613⟩
  • Claude Cariou, Kacem Chehdi. Dense registration of CHRIS-Proba and Ikonos images using multi-dimensional mutual information maximization. Conference on Image and Signal Processing for Remote Sensing XIX, Sep 2013, Dresde, Germany. pp.UNSP 88920C, ⟨10.1117/12.2028998⟩. ⟨hal-00959490⟩
  • Akar Taher, Kacem Chehdi, Claude Cariou. Hyperspectral image segmentation using a cooperative nonparametric approach. Conference on Image and Signal Processing for Remote Sensing XIX, Sep 2013, Dresde, Germany. pp.UNSP 88920J, ⟨10.1117/12.2028869⟩. ⟨hal-00959554⟩
  • Akar Taher, Kacem Chehdi, Claude Cariou. An unsupervised cooperative and adaptive approach for multicomponent image segmentation. 4th European Workshop on Visual Information Processing (EUVIP), Jun 2013, Paris, France. pp.71-72. ⟨hal-01127667⟩
  • Mariem Soltani, Kacem Chehdi, Claude Cariou. Affinity propagation for large size hyperspectral image classification. Conference on Image and Signal Processing for Remote Sensing XIX, Sep 2013, Dresde, Germany. pp.UNSP 88920P, ⟨10.1117/12.2028870⟩. ⟨hal-00959550⟩
  • Claude Cariou, Kacem Chehdi. Sélection supervisée d’attributs en haute dimension via l’approximation de Kirkwood. GRETSI 2013, Sep 2013, Brest, France. ⟨hal-01124402⟩
  • Claude Cariou, Kacem Chehdi. Fully automated mosaicking of pushbroom aerial imagery. ICASSP 2008 - 2008 IEEE International Conference on Acoustics, Speech and Signal Processing, Mar 2008, Las Vegas, France. pp.1105-1108. ⟨hal-02141522⟩
  • Thomas Colleu, Jian-Kun Shen, Bogdan Matuszewski, Lik-Kwan Shark, Claude Cariou. Feature-based deformable image registration with RANSAC based search correspondence. AECRIS'06 - Atlantic Europe Conference on Remote Imaging and Spectroscopy, Sep 2006, United Kingdom. pp.57-64. ⟨hal-00640627⟩

Book sections5 documents

  • Claude Cariou, Kacem Chehdi. Registration of Multimodal and Multitemporal Images. 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. ⟨hal-01126787⟩
  • Gilles Bougenière, Claude Cariou, Kacem Chehdi, Alan Gay. Non Parametric Stochastic Expectation Maximization for Data Clustering. E-business and Telecommunications: 4th International Conference, ICETE 2007, pp.293-303, 2009. ⟨hal-02141519⟩
  • Claude Cariou, Olivier Alata, Jean-Marc Le Caillec. Basic elements of 2-D signal processing (Chapter 1). ISTE. Two-dimensional Signal Analysis, Wiley, pp.17-64, 2008. ⟨hal-00338870⟩
  • Claude Cariou, Stéphanie Rouquette, Olivier Alata. 2-D spectral analysis (Chapter 3). ISTE. Two-dimensional Signal Analysis, Wiley, pp.115-174, 2008. ⟨hal-00338877⟩
  • Olivier Alata, Claude Cariou. 2-D linear stochastic modeling (Chapter 2). ISTE. Two-dimensional Signal Analysis, Wiley, pp.65-114, 2008. ⟨hal-00338873⟩