Samuel Foucher
Professeur, Faculté des lettres et sciences humaines
FLSH Département de géomatique appliquée
Présentation
Sujets, disciplines ou intérêts de recherche
Remote Sensing, Deep Learning, Synthetic Aperture Radar, Image Processing, Denoising, Télédétection, Apprentissage automatique, Apprentissage profond
Diplômes
- (2001). PhD in Remote Sensing. Geography Department. Université de Sherbrooke. Sherbrooke, QC, Canada.
- (1994-1995). DEA STIR. Université de Rennes 1. Rennes, Bretagne, France.
- (1992-1995). Telecommunication Engineer. IMT Atlantique Bretagne - Pays de Loire. Brest, Bretagne, France.
Expériences académiques
- Professeur. (2022-). Université de Sherbrooke. Sherbrooke, QC, Canada.
- Senior Researcher. (2012-2022). Computer Researche Institute of Montreal. Montreal, Quebec, Canada.
Financement
- Contrat. Carte d'occupation des Terres du Québec. MRNF (Québec, Canada). (2023-2024).
-
Subvention.
De l'observation de la Terre à distance aux services d'information décisionnelle (DOTS).
Natural Sciences and Engineering Research Council
(Ottawa, Canada).
103 300 $.
(2020-2021).
Numéro de subvention : 699960. Voir plus -
Contrat.
GeoImageNet.
Canarie Inc
(ON, Canada).
150 000 $.
(2018-2020).
Numéro de subvention : RS-309. Voir plus -
Contrat.
OGC Testbed 14 - ESA Sponsored Threads - Exploitation Platform.
ESA
(Frascaty, Italie).
190 000 EUR.
(2018).
Numéro de subvention : AO320108. Voir plus -
Subvention.
Data Analytics for Canadian Climate Services (DACCS).
Canada Foundation for Innovation
(Ottawa, Canada).
2 000 000 $.
(2018).
Numéro de subvention : 37327. Voir plus -
Subvention.
Resolution Enhancement of Satellite Imagery using Deep Learning Techniques.
Natural Sciences and Engineering Research Council
(Ottawa, Canada).
15 000 $.
(2017-2018).
Numéro de subvention : 639664. Voir plus -
Subvention.
Development of a software module for hyperspectral data correction of moving objects.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
15 000 $.
(2015-2016).
Numéro de subvention : 586384. Voir plus -
Subvention.
Object detection in very high resolution satellite imagery based on Computer vision techniques.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
25 000 $.
(2015-2016).
Numéro de subvention : 580342. Voir plus -
Subvention.
Video Monitoring of Touch Screen Devices.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
12 500 $.
(2015-2016).
Numéro de subvention : 584289. Voir plus -
Contrat.
Power Analytics for Visualization of Climate Science.
Canarie inc
(ON, Canada).
300 000 $.
(2015-2018).
Numéro de subvention : PAVICS RS-40-103. -
Subvention.
Video surveillance of human-machine interactions for mobile devices.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
25 000 $.
(2013-2014).
Numéro de subvention : 542808. Voir plus -
Subvention.
Automatic vehicle rear-view detection based on the AutoVu camera system.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
25 000 $.
(2011-2012).
Numéro de subvention : 494937. Voir plus -
Subvention.
FreeD: Stereo-free 3D Perception of Image-based Rendered Scenes by Servoing Spectator Face Pose Motion to Scene Viewpoint.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
120 000 $.
(2011-2013).
Numéro de subvention : 498671. Voir plus -
Subvention.
SmartCaption: Software tools for computer-vision-assisted caption production.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
60 000 $.
(2010-2011).
Numéro de subvention : 462941. Voir plus -
Subvention.
SmartCaption: Software tools for computer-vision-assisted caption production.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
125 000 $.
(2009-2010).
Numéro de subvention : 438009. Voir plus -
Subvention.
Improving forest ecosystem maps through the implementation of a new paradigm for data fusion/Cartographie des écosystèmes forestiers par approches probabilistes.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
100 500 $.
(2007-2008).
Numéro de subvention : 379439. Voir plus -
Subvention.
Multiscale processing of SAR images.
Natural Sciences and Engineering Research Council of Canada
(Ottawa, Canada).
105 000 $.
(2004-2009).
Numéro de subvention : 395117. Voir plus
Publications
Articles
- Simon Durand, Samuel Foucher, Alexandre Delplanque, Joëlle Taillon, Jérôme Théau. (2026). Lacking data? No worries! How synthetic images can alleviate image scarcity in wildlife surveys: A case study with muskox (Ovibos moschatus). Remote Sensing in Ecology and Conservation. DOI
- Litalien, V., Duguay, J., Trudel, M., Foucher, S., Théau, J., Fouquet, M. (2025). Assessing regression-based deep learning for river ice estimation from drone images. Cold Regions Science and Technology. DOI
- Clabaut, É., Foucher, S., Bouroubi, Y., Germain, M. (2024). Synthetic Data for Sentinel-2 Semantic Segmentation. Remote Sensing. DOI
- Delplanque, A., Théau, J., Foucher, S., Serati, G., Durand, S., Lejeune, P. (2024). Wildlife detection, counting and survey using satellite imagery: are we there yet?. Giscience and Remote Sensing. DOI
- Delplanque, A., Linchant, J., Vincke, X., Lamprey, R., Théau, J., Vermeulen, C., Foucher, S., Ouattara, A., Kouadio, R., Lejeune, P. (2024). Will artificial intelligence revolutionize aerial surveys? A first large-scale semi-automated survey of African wildlife using oblique imagery and deep learning. Ecological Informatics. DOI
- Ojaghi, S., Bouroubi, Y., Foucher, S., Bergeron, M., Seynat, C. (2023). Deep Learning-Based Emulation of Radiative Transfer Models for Top-of-Atmosphere BRDF Modelling Using Sentinel-3 OLCI. Remote Sensing. DOI
- Moreni, M., Theau, J., Foucher, S. (2023). Do you get what you see? Insights of using mAP to select architectures of pretrained neural networks for automated aerial animal detection. Plos One. DOI
- Delplanque, A., Foucher, S., Théau, J., Bussière, E., Vermeulen, C., Lejeune, P. (2023). From crowd to herd counting: How to precisely detect and count African mammals using aerial imagery and deep learning?. ISPRS Journal of Photogrammetry and Remote Sensing. DOI
- Delplanque, A., Lamprey, R., Foucher, S., Théau, J., Lejeune, P. (2023). Surveying wildlife and livestock in Uganda with aerial cameras: Deep Learning reduces the workload of human interpretation by over 70%. Frontiers in Ecology and Evolution. DOI
- (2021). Multispecies detection and identification of African mammals in aerial imagery using convolutional neural networks. Remote Sensing in Ecology and Conservation. DOI
- Mahdianpari, M., Homayouni, S., Foucher, S. (2021). CJRS’ Special Issue on Deep Learning for Environmental Applications of Remote Sensing Data,Numéro spécial du JCT sur l'apprentissage profond pour les applications environnementales des données de télédétection. Canadian Journal of Remote Sensing. DOI
- Turgeon-Pelchat, M., Foucher, S., Bouroubi, Y. (2021). Deep Learning-Based Classification of Large-Scale Airborne LiDAR Point Cloud,Classification à grande échelle de nuages de points LiDAR aéroportés par apprentissage profond. Canadian Journal of Remote Sensing. DOI
- Moreni, M., Theau, J., Foucher, S. (2021). Train Fast While Reducing False Positives: Improving Animal Classification Performance Using Convolutional Neural Networks. Geomatics. DOI
- (2020). Automatic Detection of Flavescence Dorée Symptoms Across White Grapevine Varieties Using Deep Learning. Frontiers in Artificial Intelligence. DOI
- (2020). A Multimodal Non-Intrusive Stress Monitoring from the Pleasure-Arousal Emotional Dimensions. IEEE Transactions on Affective Computing. DOI
- (2019). Convolutional Neural Networks for the Automatic Identification of Plant Diseases. Frontiers in Plant Science. DOI
- (2018). Flood Extent Mapping from Time-Series SAR Images Based on Texture Analysis and Data Fusion. Remote Sensing. DOI
- Salembier, P., Foucher, S. (2016). Optimum Graph Cuts for Pruning Binary Partition Trees of Polarimetric SAR Images. IEEE Transactions on Geoscience and Remote Sensing. DOI
- M. O. Sghaier, S. Foucher, R. Lepage. (2016). River Extraction From High-Resolution SAR Images Combining a Structural Feature Set and Mathematical Morphology. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing. DOI
- S. Foucher, C, L., x00F,, pez, Mart, x00Ed,, nez,. (2014). Analysis, Evaluation, and Comparison of Polarimetric SAR Speckle Filtering Techniques. IEEE Transactions on Image Processing. DOI
- Mora, B., Fournier, R. A., Foucher, S. (2012). Mapping the health of mature deciduous forest stands by fusing multisource geospatial data with Dempster's combination rule. International Journal of Remote Sensing. DOI
- Foucher, Samuel, Lalonde, Marc, Gagnon, Langis, Rahman, ZU, Reichenbach, SE, Neifeld, MA. (2011). A system for airport surveillance: detection of people running, abandoned objects and pointing gestures. Visual Information Processing Xx. DOI
- Mora, B., Fournier, R. A., Foucher, S. (2011). Application of evidential reasoning to improve the mapping of regenerating forest stands. International Journal of Applied Earth Observation and Geoinformation. DOI
- Foucher, S., Lalonde, M., Gagnon, L., Rahman, Z, Reichenbach, SE, Neifeld, MA. (2010). Automatic scene activity modeling for improving object classification. Visual Information Processing Xix. DOI
- Lalonde, M., Foucher, S., Gagnon, L., Rahman, Z, Reichenbach, SE, Neifeld, MA. (2010). Unconstrained License Plate Detection Using the Hausdorff Distance. Visual Information Processing Xix. DOI
- M. Heritier, L. Gagnon, S. Foucher. (2009). Places Clustering of Full-Length Film Key-Frames Using Latent Aspect Modeling Over SIFT Matches. IEEE Transactions on Circuits and Systems for Video Technology. DOI
- Gagnon, Langis, Foucher, Samuel. (2009). Segmentation of non-natural objects in landscape images using ridgelet transform. Journal of Electronic Imaging. DOI
- Gagnon, Langis, Foucher, Samuel, Heritier, Maguelonne, Lalonde, Marc, Byrns, David, Chapdelaine, Claude, Turner, James, Mathieu, Suzanne, Laurendeau, Denis, Nath Tan Nguyen, Ouellet, Denis. (2009). Towards computer-vision software tools to increase production and accessibility of video description for people with vision loss. Universal Access in the Information Society. DOI
- Gagnon, L., Foucher, S., Laliberte, F., Boulianne, G. (2008). A simplified audiovisual fusion model with application to large-vocabulary recognition of French Canadian speech. Canadian Journal of Electrical and Computer Engineering-Revue Canadienne De Genie Electrique Et Informatique. DOI
- Foucher, S., Farage, G., Bénié, G.B. (2007). Polarimetric SAR image filtering with trace-based partial differential equations. Canadian Journal of Remote Sensing. DOI
- M. Germain, G. B. Benie, J. M. Boucher, S. Foucher, Ko, Fung, K. Goita. (2003). Contribution of the fractal dimension to multiscale adaptive filtering of SAR imagery. IEEE Transactions on Geoscience and Remote Sensing. DOI
- S. Foucher, M. Germain, J. M. Boucher, G. B. Benie. (2002). Multisource classification using ICM and Dempster-Shafer theory. IEEE Transactions on Instrumentation and Measurement. DOI
- S. Foucher, G. B. Benie, J. M. Boucher. (2001). Multiscale MAP filtering of SAR images. IEEE Transactions on Image Processing. DOI
- Foucher, S, Boucher, JM, Bénié, GB. (2000). Maximum likelihood estimation of the number of looks in SAR images. Microwaves, Radar and Wireless Communications. 2000. MIKON-2000. 13th International Conference. DOI
Livres
- Samuel Foucher, Philippe Apparicio, Yacine Bouroubi, Mickaël Germain, Étienne Clabaut. (2025). Traitement d'images satellites avec python. DOI
Chapitres de livre
- Triplet, T., Foucher, S. (2017). Clustering of Geospatial Big Data in a Distributed Environment. Encyclopedia of GIS. DOI
- Lalonde, M., Foucher, S., Gagnon, L., Pronovost, E., Derenne, M., Janelle, A., Rahman, ZU, Reichenbach, SE, Neifeld, MA. (2007). A system to automatically track humans and vehicles with a PTZ camera. Visual Information Processing XVI. DOI
- Gagnon, L., Laliberte, F., Foucher, S., Albu, A. Branzan, Laurendeau, D., Rahman, Z, Reichenbach, SE, Neifeld, MA. (2006). A system for tracking and recognizing pedestrian faces using a network of loosely coupled cameras - art. no. 62460N. Visual Information Processing XV. DOI
- Foucher, S, Gouailler, V, Gagnon, L, Rogowitz, BE, Pappas, TN. (2004). Global semantic classification of scenes using ridgelet transform. Human Vision and Electronic Imaging Ix. DOI
- Foucher, S, Boucher, JM, Benie, GB, Rahman, ZU, Schowengerdt, RA, Reichenbach, SE. (2003). Wavelet filtering of correlated speckle. Visual Information Processing Xii. DOI
- Zagolski, F, Foucher, S, Gaillard, C, Harris, RA, Ouwehand, L. (2000). Sensitivity of SAR speckle filtering on the assessment of surface roughness and soil moisture content. Ceos Sar Workshop.
Articles de conférence
- Clabaut, E., Foucher, S., Bouroubi, Y., Germain, M. (2024). A Self-Supervised Approach for Producing A Land Use Map for Southern Quebec. International Geoscience and Remote Sensing Symposium IGARSS. DOI
- (2019). Arousal and Valence Estimation for Visual Non-Intrusive Stress Monitoring. 2019 Ninth International Conference on Image Processing Theory, Tools and Applications (IPTA). DOI
- (2019). Deep learning for in-field image-based grapevine downy mildew identification. Precision agriculture ’19. DOI
- (2019). A New Interferometric Phase Unwrapping Method Based on Energy Minimization from Contextual Modeling. IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. DOI
- Sghaier, M.O., Foucher, S., Landry, T. (2019). Multimodal Approach for Flood Monitoring from Time-Series Satellite Images Combining Attribute Filters and Kohonen Map. International Geoscience and Remote Sensing Symposium IGARSS. DOI
- (2018). Deep Image- To-Image Transfer Applied to Resolution Enhancement of Sentinel-2 Images. IGARSS 2018 - 2018 IEEE International Geoscience and Remote Sensing Symposium. DOI
- Dahmane, M., Foucher, S. (2018). Combating insider threats by user profiling from activity logging data. Proceedings 2018 1st International Conference on Data Intelligence and Security Icdis 2018. DOI
- Lalonde, M., St-Charles, P.-L., Loupias, D., Chapdelaine, C., Foucher, S. (2018). Localizing people in crosswalks using visual odometry: Preliminary results. Icpram 2018 Proceedings of the 7th International Conference on Pattern Recognition Applications and Methods. DOI
- (2017). Deep Speckle Noise Filtering. 2017 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). DOI
- Dahmane, M., Foucher, S., Byrns, D. (2017). Are you smiling as a celebrity? Latent smile and gender recognition. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. DOI
- Derue, F.-X., Dahmane, M., Lalonde, M., Foucher, S. (2017). Exploiting semantic segmentation for robust camera motion classification. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. DOI
- Sghaier, M.O., Hammami, I., Foucher, S., Lepage, R. (2017). Flood hazard mapping from SAR images using texture analysis and fuzzy logic. International Geoscience and Remote Sensing Symposium IGARSS. DOI
- Sghaier, M.O., Hammami, I., Foucher, S., Lepage, R. (2017). Stroke width transform for linear structure detection: Application to river and road extraction from high-resolution satellite images. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. DOI
- Dahmane, M., Foucher, S., Beaulieu, M., Bouroubi, Y., Benoit, M. (2017). The potential of deep features for small object class identification in very high resolution remote sensing imagery. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. DOI
- Sghaier, M.O., Foucher, S., Lepage, R., Dahmane, M. (2016). Combination of texture and shape analysis for a rapid rivers extraction from high resolution SAR images. International Geoscience and Remote Sensing Symposium (IGARSS). DOI
- Dahmane, M., Foucher, S., Beaulieu, M., Riendeau, F., Bouroubi, Y., Benoit, M. (2016). Object detection in pleiades images using deep features. International Geoscience and Remote Sensing Symposium (IGARSS). DOI
- Carrier-Baudouin, T., Chapdelaine, C., Lalonde, M., Quinn, P., Foucher, S. (2016). Solving rendering issues in realistic 3D immersion for visual rehabilitation. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. DOI
- (2015). Localizing people in crosswalks with a moving handheld camera: proof of concept. Proc. SPIE 9405, Image Processing: Machine Vision Applications VIII, 94050Y. DOI
- P. Salembier, S. Foucher, C. López-Martínez. (2014). Low-level processing of PolSAR images with binary partition trees. 2014 IEEE Geoscience and Remote Sensing Symposium. DOI
- S. Foucher, T. Landry, C, L., x00F,, pez, Mart, x00Ed,, nez,, F. Charbonneau, L. Gagnon. (2012). An evaluation of PolSAR speckle filters on Compact-Pol images. 2012 IEEE International Geoscience and Remote Sensing Symposium. DOI
- S. Foucher, C, L., x00F,, pez, Mart, x00Ed,, nez,, F. Charbonneau. (2012). The polarimetric ratio filter applied to polinsar images. 2012 IEEE International Geoscience and Remote Sensing Symposium. DOI
- Foucher, S., Lalonde, M., Gagnon, L. (2011). CRIM Notebook Paper - TrecVid 2011 surveillance event detection. 2011 TREC Video Retrieval Evaluation Notebook Papers.
- L. Gagnon, C. Chapdelaine, D. Byrns, S. Foucher, M. Héritier, V. Gupta. (2010). A computer-vision-assisted system for Videodescription scripting. 2010 IEEE Computer Society Conference on Computer Vision and Pattern Recognition - Workshops. DOI
- Foucher, S., Lalonde, M., Gagnon, L. (2010). CRIM notebook paper - TRECVID 2010 surveillance event detection. 2010 TREC Video Retrieval Evaluation Notebook Papers.
- S. Foucher, G. Farage, C. López-Martínez. (2010). Exploitation of the additive component of the polarimetric noise model for speckle filtering. Geoscience and Remote Sensing Symposium (IGARSS), 2010 IEEE International. DOI
- S. Foucher, C. López-Martínez. (2009). An evaluation of PolSAR speckle filters. 2009 IEEE International Geoscience and Remote Sensing Symposium. DOI
- Héritier, M., Gupta, V., Gagnon, L., Boulianne, G., Foucher, S., Cardinal, P. (2009). Crim's content-based copy detection system for TRECVID. 2009 TREC Video Retrieval Evaluation Notebook Papers.
- Chapdelaine, C., Foucher, S., Gagnon, L. (2009). Impact of gaze analysis on the design of a caption production software. Lecture Notes in Computer Science Including Subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics. DOI
- Héritier, M., Foucher, S., Gagnon, L. (2008). CRIM notebook paper-TRECVID 2008 video copy detection using latent aspect modeling over SIFT matches. 2008 TREC Video Retrieval Evaluation Notebook Papers.
- B. Mora, R. A. Fournier, S. Foucher, G. B. Benie, K. Lowell. (2008). Evidential Reasoning Applied to Mapping Regeneration of Forest Stand using Multisource Geospatial Data. IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium. DOI
- S. Foucher. (2008). SAR Image Filtering Via Learned Dictionaries and Sparse Representations. IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium. DOI
- G. Farage, S. Foucher, C. Lopez-Martinez, G. B. Benie. (2008). Turbo Speckle Filtering applied to PolSAR Data. IGARSS 2008 - 2008 IEEE International Geoscience and Remote Sensing Symposium. DOI
- S. Foucher, G. Farage, G. B. Benie. (2007). Application of bootstrap techniques for the estimation of Target Decomposition parameters in RADAR polarimetry. 2007 IEEE International Geoscience and Remote Sensing Symposium. DOI
- S. Foucher, L. Gagnon. (2007). Automatic Detection and Clustering of Actor Faces based on Spectral Clustering Techniques. Computer and Robot Vision, 2007. CRV '07. Fourth Canadian Conference on. DOI
- M. Heritier, S. Foucher, L. Gagnon. (2007). Key-Places Detection and Clustering in Movies Using Latent Aspects. 2007 IEEE International Conference on Image Processing. DOI
- S. Foucher. (2007). Multiscale filtering of SAR images using scale and space consistency. 2007 IEEE International Geoscience and Remote Sensing Symposium. DOI
- Farage, G., Foucher, S., Bénié, G.B. (2007). PolSAR image filtering based on feature detection using the wavelet transform. International Geoscience and Remote Sensing Symposium IGARSS. DOI
- Foucher, S., Laliberté, F., Boulianne, G., Gagnon, L. (2006). A dempster-shafer based fusion approach for audio-visual speech recognition with application to large vocabulary french speech. ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.
- G. Farage, S. Foucher, G. Benie. (2006). Comparison of PolSAR Speckle Filtering Techniques. 2006 IEEE International Symposium on Geoscience and Remote Sensing. DOI
- S. Foucher, G. Farage, G. Benie. (2006). SAR Image Filtering based on the Stationary Contourlet Transform. 2006 IEEE International Symposium on Geoscience and Remote Sensing. DOI
- S. Foucher, G. Farage, G. Benie. (2006). Speckle Filtering of PolSAR and PolInSAR Images using Trace-based Partial Differential Equations. 2006 IEEE International Symposium on Geoscience and Remote Sensing. DOI
- L. Gagnon, S. Foucher, F. Laliberte, M. Lalonde, M. Beaulieu. (2006). Toward an Application of Content-Based Video Indexing to Computer- Assisted Descriptive Video. The 3rd Canadian Conference on Computer and Robot Vision (CRV'06). DOI
- Foucher, S., Gagnon, L. (2004). Face recognition in video using Dempster-Shafer theory. ICASSP IEEE International Conference on Acoustics Speech and Signal Processing Proceedings.
- Gagnon, L., Foucher, S., Gouaillier, V., Brun, C., Brousseau, J., Boulianne, G., Osterrath, F., Chapdelaine, C., Dutrisac, J., St-Onge, F., Champagne, B., Lu, X. (2004). MPEG-7 audio-visual indexing test-bed for video retrieval. Proceedings of SPIE - The International Society for Optical Engineering. DOI
- Foucher, S., Lalonde, M., Gagnon, L., Steff, A.-M. (2004). Software for automatic detection and monitoring of fluorescent lesions in mice. Proceedings of the IEEE Symposium on Computer Based Medical Systems.
- M. Beaulieu, S. Foucher, L. Gagnon. (2003). Multi- spectral image resolution refinement using stationary wavelet transform. Geoscience and Remote Sensing Symposium, 2003. IGARSS '03. Proceedings. 2003 IEEE International. DOI
- Foucher, S., Boucher, J.-M., Bénié, G.B. (2003). Multiscale Classification and Filtering of SAR Images Using Dempster-Shafer Theory. International Geoscience and Remote Sensing Symposium (IGARSS).
- Foucher, S., Roberge, C., Moisan, Y. (2002). Empirical approach to stray light compensation of a satellite-based CCD sensor. Proceedings of SPIE the International Society for Optical Engineering. DOI
- Foucher, S., Zagolski, F., Gaillard, C., Voirin, Y., Nguyen, M.N. (1999). Influence of speckle filtering on the assessment of agricultural surface parameters. International Geoscience and Remote Sensing Symposium IGARSS.
- Foucher, S., Boucher, J.-M., Benie, G.B. (1999). Multiscale and multisource classification using Dempster-shafer theory. IEEE International Conference on Image Processing.
- S. Foucher, G. B. Benie, J. M. Boucher. (1998). Wavelet filtering of SAR images based on non-Gaussian assumptions. Acoustics, Speech and Signal Processing, 1998. Proceedings of the 1998 IEEE International Conference on. DOI
- Foucher, Samuel, Benie, Goze B., Boucher, Jean-Marc. (1996). Unsupervised multiscale speckle filtering. IEEE International Conference on Image Processing.
- Bridging Climate and Earth Observation Data Analytics in a Federated Cloud Infrastructure using Interoperable Multidisciplinary Workflows. 2018 IEEE International Geoscience and Remote Sensing Symposium. DOI
Rapports
- (2020). OGC Earth Observation Applications Pilot: CRIM Engineering Report. Open Geospatial Consortium.
Autres contributions
Cours enseignés ou supervisés à l'UdeS
- GAE723 - Séminaire d'essai en géomatique appliquée. (2023-2026). (3CR).
- GAE724 - Essai en géomatique appliquée. (2023-2026). (6CR).
- GAT730 - Séminaire méthodologique. (2026). (3CR).
- GMQ723 - Bases de données géospatiales et programmation. (2024-2026). (3CR).
- TEL718 - Traitement des images d'observation de la Terre. (2023-2026). (3CR).
- TEL726 - Traitement d'images géospatiales. (2023-2026). (3CR).
- TEL732 - Apprentissage profond appliqué à l'observation de la Terre. (2024-2026). (1CR).
- TEL902 - Séminaire de recherche II : traitement numérique des images. (2023-2026). (3CR).
- TEL904 - Séminaire méthodologique en télédétection. (2026). (3CR).
- GAT724 - Stage en milieu professionnel. (2023, 2025). (6CR).
- GAT800 - Séminaire de mémoire. (2023-2025). (6CR).
- GAT804 - Mémoire. (2024-2025). (15CR).
- GMQ210 - Géo-informatique I. (2024-2025). (3CR).
- GMQ580 - Géo-informatique II. (2024-2025). (3CR).
- GAT805 - Présentation des résultats de recherche. (2024). (9CR).
- GMQ716 - Technologies émergentes en géomatique. (2023). (3CR).
- GMQ719 - Bases de données géospatiales et principes de programmation. (2023). (4CR).
- TEL912 - Activités de recherche II : collecte et analyse des données. (2023). (15CR).
- TEL914 - Dépôt et soutenance de thèse. (2023). (30CR).
Présentations
- Samuel Foucher. (2022). Application des réseaux profonds sur des graphes en Géomatique. 89e congrès de l'ACFAS - Colloque 213 - L'observation de la Terre : en première ligne pour faire face aux défis environnementaux et sociétaux. Canada.
Divers
- Dionne-Pierre, C., Foucher, S., Théau, J., Lemaître, J., Charbonneau, P., Brousseau, M., Varin, M. (2025). Fusion or Confusion? Assessing the impact of visible-thermal image fusion for automated wildlife detection. Arxiv.
- Durand, S., Foucher, S., Delplanque, A., Taillon, J., Théau, J. (2025). Lacking Data? No worries! How synthetic images can alleviate image scarcity in wildlife surveys: a case study with muskox (Ovibos moschatus). Arxiv.
- Larnaout, F., Foucher, S., Germain, M., Bouroubi, Y. (2025). Speed Limit Estimation Using Graph Neural Networks. Ssrn.
- Ojaghi, S., Bouroubi, Y., Foucher, S., Bergeron, M., Nteziyaremye, A., Zannou, A. (2024). A Hybrid 1d-Cnn and Prosail Framework for Brdf Modeling and Correction of Modis Data on Gee to Enhance Crop Biophysical Variable Estimation. Ssrn.
- Thomas Triplet, Samuel Foucher. (2017). Clustering of Geospatial Big Data in a Distributed Environment. Encyclopedia of GIS.
- Dahmane, M, Lalonde, M, Foucher, S. (2015). Head Direction Estimation for Human Attention Assessment. Digital Intelligence.
