3D-Connected Components Analysis for Traffic Monitoring in Image Sequences Acquired from a Helicopter. - Matthieu Molinier; Tuomas Häme; Heikki Ahola (SCIA, 2005)

Separation of Coniferous Species in Boreal Forest Using Spectral and Contextual Features from Ikonos Imagery. - Heikki Astola; Laura Sirro; Tuomas Häme; Matthieu Molinier; Jussi Ahola (IGARSS, 2006)

A Self-Organizing Map Framework for Detection of Man-Made Structures and Changes in Satellite Imagery. - Matthieu Molinier; Jorma Laaksonen; Tuomas Häme (IGARSS, 2006)

Detecting changes in polarimetric SAR data with content-based image retrieval. - Matthieu Molinier; Jorma Laaksonen; Yrjö Rauste; Tuomas Häme (IGARSS, 2007)

Comparison and evaluation of polarimetric change detection techniques in aerial SAR data. - Matthieu Molinier; Yrjö Rauste (IGARSS, 2007)

Ortho-rectification and terrain correction of polarimetric SAR data applied in the ALOS/Palsar context. - Yrjö Rauste; Anne Lönnqvist; Matthieu Molinier; Jean-Baptiste Henry; Tuomas Häme (IGARSS, 2007)

Supporting City Planning with Traffic Monitoring in Image Sequences. - Matthieu Molinier (ERCIM News, 2007)

Detecting Man-Made Structures and Changes in Satellite Imagery With a Content-Based Information Retrieval System Built on Self-Organizing Maps. - Matthieu Molinier; Jorma Laaksonen; Tuomas Häme (IEEE Trans. Geosci. Remote. Sens., 2007)

Web Cameras in Automatic Autumn Colour Monitoring. - Heikki Astola; Matthieu Molinier; Tapani Mikkola; Eero Kubin (IGARSS (3), 2008)

Comparison of Polarimetric Change Detection Methods on ALOS PALSAR Images over Finland. - Matthieu Molinier; Anne Lönnqvist; Yrjö Rauste (IGARSS (5), 2008)

Clearcut Mapping for Sustainable Forest Management using TerraSAR-X Imagery. - Matthieu Molinier; Yrjö Rauste; Tuomas Häme (IGARSS (4), 2008)

Polarimetric SAR Data in Land Cover Mapping in Boreal Zone. - Anne Lönnqvist; Yrjö Rauste; Matthieu Molinier; Tuomas Häme (IEEE Trans. Geosci. Remote. Sens., 2010)

Forest stem volume and storm damage mapping in Finland and Russia. - Heikki Astola; Matthieu Molinier; Magnus Simons; Paula Susila (IGARSS, 2014)

Relasphone - Mobile phone and interactive applications to collect ground reference biomass data for satellite image analysis. - Matthieu Molinier; Tuomas Häme; Timo Toivanen; Kaj Andersson; Teemu Mutanen (IGARSS, 2014)

Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems - North state. - Tuomas Häme; Teemu Mutanen; Yrjö Rauste; Oleg Antropov; Matthieu Molinier; Shaun Quegan; Euripidis Kantzas; Annikki Mäkelä; Francesco Minunno; Jón Atli Benediktsson; Nicola Falco; Kolbeinn Árnason; et al. (IGARSS, 2015)

Participative forest in-situ measurements for biomass mapping in satellite images over Durango State, Mexico. - Matthieu Molinier; Timo Toivanen; Tuomas Häme; Carlos A. López-Sánchez; Javier Corral; Daniel Vega (IGARSS, 2015)

Advances in combining optical citizen observations on water quality with satellite observations as part of an environmental monitoring system. - Timo Pyhälahti; Timo Toivanen; Kari Y. Kallio; Marko Jarvinen; Matthieu Molinier; Sampsa S. Koponen; Ville Kotovirta; Chengyuan Peng; Saku Anttila; Marnix Laanen; Matti Lindholm (IGARSS, 2015)

Relasphone - Mobile and Participative In Situ Forest Biomass Measurements Supporting Satellite Image Mapping. - Matthieu Molinier; Carlos A. López-Sánchez; Timo Toivanen; Ilkka Korpela; José Javier Corral-Rivas; Renne Tergujeff; Tuomas Häme (Remote. Sens., 2016)

Binary Patterns Encoded Convolutional Neural Networks for Texture Recognition and Remote Sensing Scene Classification. - Rao Muhammad Anwer; Fahad Shahbaz Khan; Joost van de Weijer 001; Matthieu Molinier; Jorma Laaksonen (CoRR, 2017)

Automatic Cloud and Shadow Detection in Optical Satellite Imagery Without Using Thermal Bands - Application to Suomi NPP VIIRS Images over Fennoscandia. - Eija Parmes; Yrjö Rauste; Matthieu Molinier; Kaj Andersson; Lauri Seitsonen (Remote. Sens., 2017)

Timely And Semi-Automatic Detection of Forest Logging Events in Boreal Forest Using All Available Landsat Data. - Matthieu Molinier; Heikki Astola; Tomi Räty; Curtis E. Woodcock (IGARSS, 2018)

Deepcloud - A Fully Convolutionnal Neural Network for Cloud and Shadow Masking in Optical Satellite Images. - Matthieu Molinier; Niko Reunanen; Arttu Lämsä; Heikki Astola; Tomi Räty (IGARSS, 2018)

Landsat time series analysis for temperate forest cover change detection in the Sierra Madre Occidental, Durango, Mexico. - Alís Novo-Fernández; Shannon Franks; Christian Wehenkel; Pablito M. López-Serrano; Matthieu Molinier; Carlos A. López-Sánchez (Int. J. Appl. Earth Obs. Geoinformation, 2018)

Avoiding Overfitting When Applying Spectral-Spatial Deep Learning Methods on Hyperspectral Images with Limited Labels. - Matthieu Molinier; Jorma Kilpi (IGARSS, 2019)

Providing Reference Forest Biomass Data for EO Imagery : A Comparison of Four in-Situ Relascope Measuring Devices In Asturias, Spain. - Matthieu Molinier; Renne Tergujeff; Timo Toivanen; Tuomas Häme; Carlos A. López-Sánchez; Marcos Barrio-Anta; Alís Novo-Fernández (IGARSS, 2019)

Self-Attentive Generative Adversarial Network for Cloud Detection in High Resolution Remote Sensing Images. - Zhaocong Wu; Jun Li 087; Yisong Wang; Zhongwen Hu; Matthieu Molinier (IEEE Geosci. Remote. Sens. Lett., 2020)

Patch Size Selection for Analysis of Sub-Meter Resolution Hyperspectral Imagery of Forests. - Matti Mottus; Matthieu Molinier; Eelis Halme; Hai Cu; Jorma Laaksonen (IGARSS, 2021)

A lightweight deep learning based cloud detection method for Sentinel-2A imagery fusing multi-scale spectral and spatial features. - Jun Li 087; Zhaocong Wu; Zhongwen Hu; Canliang Jian; Shaojie Luo; Lichao Mou; Xiao Xiang Zhu 001; Matthieu Molinier (CoRR, 2021)

Deep Neural Networks with Transfer Learning for Forest Variable Estimation Using Sentinel-2 Imagery in Boreal Forest. - Heikki Astola; Lauri Seitsonen; Eelis Halme; Matthieu Molinier; Anne Lönnqvist (Remote. Sens., 2021)

Deep Learning Based Thin Cloud Removal Fusing Vegetation Red Edge and Short Wave Infrared Spectral Information for Sentinel-2A Imagery. - Jun Li 087; Zhaocong Wu; Zhongwen Hu; Zilong Li 003; Yisong Wang; Matthieu Molinier (Remote. Sens., 2021)

Thin Cloud Removal Fusing Full Spectral and Spatial Features for Sentinel-2 Imagery. - Jun Li 087; Yuejie Zhang; Qinghong Sheng; Zhaocong Wu; Bo Wang 157; Zhongwen Hu; Guanting Shen; Michael Schmitt 003; Matthieu Molinier (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2022)

A Lightweight Deep Learning-Based Cloud Detection Method for Sentinel-2A Imagery Fusing Multiscale Spectral and Spatial Features. - Jun Li 087; Zhaocong Wu; Zhongwen Hu; Canliang Jian; Shaojie Luo; Lichao Mou; Xiao Xiang Zhu 001; Matthieu Molinier (IEEE Trans. Geosci. Remote. Sens., 2022)

TAIGA: A Novel Dataset for Multitask Learning of Continuous and Categorical Forest Variables From Hyperspectral Imagery. - Matti Mottus; Phu Pham; Eelis Halme; Matthieu Molinier; Hai Cu; Jorma Laaksonen (IEEE Trans. Geosci. Remote. Sens., 2022)

Semi-Supervised Deep Learning Representations in Earth Observation Based Forest Management. - Oleg Antropov; Matthieu Molinier; Ridvan Salih Kuzu; Lloyd H. Hughes; Marc Rußwurm; Devis Tuia; Corneliu Octavian Dumitru; Shaojia Ge; Sudipan Saha; Xiao Xiang Zhu 001 (IGARSS, 2023)

Continuous Ground Moisture Monitoring at Limestone Quarry Using Multi-Sensor SAR Images and in Situ IoT Sensors. - Oleg Antropov; Matthieu Molinier; Lauri Seitsonen; Alireza Hamedianfar; Maarit Middleton; Kati Laakso; Heikki Sutinen; Pauliina Liwata-Kenttälä (IGARSS, 2024)

Forest Disturbance Detection via Self-Supervised and Transfer Learning With Sentinel-1&2 Images. - Ridvan Salih Kuzu; Oleg Antropov; Matthieu Molinier; Corneliu Octavian Dumitru; Sudipan Saha; Xiao Xiang Zhu 001 (IEEE J. Sel. Top. Appl. Earth Obs. Remote. Sens., 2024)

A Unified Cloud Detection Method for Suomi-NPP VIIRS Day and Night PAN Imagery. - Jun Li 087; Chengjie Hu; Qinghong Sheng; Bo Wang 157; Xiao Ling; Fan Gao; Yunfei Xu; Zhiwei Li 002; Matthieu Molinier (IEEE Trans. Geosci. Remote. Sens., 2024)