Matthieu Molinier

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20052020

Research output per year

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Research Output

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Conference article in proceedings
2019

Avoiding Overfitting When Applying Spectral-Spatial Deep Learning Methods on Hyperspectral Images with Limited Labels

Molinier, M. & Kilpi, J., 14 Nov 2019, Proceedings of IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. IEEE Institute of Electrical and Electronic Engineers , p. 5049-5052 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Providing Reference Forest Biomass Data for EO Imagery : A Comparison of Four in-Situ Relascope Measuring Devices In Asturias, Spain

Molinier, M., Tergujeff, R., Toivanen, T., Häme, T., López-Sánchez, C. A., Barrio-Anta, M. & Novo-Fernández, A., 14 Nov 2019, Proceedings of IGARSS 2019 - 2019 IEEE International Geoscience and Remote Sensing Symposium. IEEE Institute of Electrical and Electronic Engineers , p. 8574-8577 4 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

2018

Deepcloud - A Fully Convolutionnal Neural Network for Cloud and Shadow Masking in Optical Satellite Images

Molinier, M., Reunanen, N., Lämsä, A., Astola, H. & Räty, T., 5 Nov 2018, 2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings. IEEE Institute of Electrical and Electronic Engineers , p. 2107-2110 4 p. 8517484

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Timely And Semi-Automatic Detection of Forest Logging Events in Boreal Forest Using All Available Landsat Data

Molinier, M., Astola, H., Räty, T. & Woodcock, C. E., 5 Nov 2018, 2018 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2018 - Proceedings. IEEE Institute of Electrical and Electronic Engineers , p. 1730-1733 4 p. 8518112

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

1 Citation (Scopus)
2015

Advances in combining optical citizen observations on water quality with satellite observations as part of an environmental monitoring system

Pyhälahti, T., Toivanen, T., Kallio, K., Järvinen, M., Molinier, M., Koponen, S., Kotovirta, V., Peng, C. Y., Anttila, S., Laanen, M. & Lindholm, M., 12 Nov 2015, 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). IEEE Institute of Electrical and Electronic Engineers , p. 5395-5398

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Citizen science for earth observation: applications in environmental monitoring and disaster response

Kotovirta, V., Toivanen, T., Tergujeff, R., Häme, T. & Molinier, M., 2015, The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences. International Society for Photogrammetry and Remote Sensing ISPRS, p. 1221-1226

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Open Access
8 Citations (Scopus)

Enabling intelligent copernicus services for carbon and water balance modeling of boreal forest ecosystems - North State

Häme, T., Mutanen, T., Rauste, Y., Antropov, O., Molinier, M., Quegan, S., Kantzas, E., Mäkelä, A., Minunno, F., Benediktsson, J. A., Falco, N., Arnason, K., Storvold, R., Haarpaintner, J., Elsakov, V. & Rasinmäki, J., 2015, Proceedings: 2015 IEEE International Geoscience and Remote Sensing Symposium (IGARSS). IEEE Institute of Electrical and Electronic Engineers , p. 2048-2051

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

4 Citations (Scopus)

Participative forest in-situ measurements for biomass mapping in satellite images over Durango State, Mexico

Molinier, M., Toivanen, T., Häme, T., López-Sánchez, C., Corral, J. & Vega, D., 12 Nov 2015, Geoscience and Remote Sensing Symposium (IGARSS), 2015 IEEE International. IEEE Institute of Electrical and Electronic Engineers , p. 5391-5394

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

2 Citations (Scopus)
2014

Forest stem volume and storm damage mapping in Finland and Russia

Astola, H., Molinier, M., Simons, M. & Susila, P., 1 Jan 2014, Proceedings of 2014 IEEE Geoscience and Remote Sensing Symposium (IGARSS). IEEE Institute of Electrical and Electronic Engineers , p. 2309-2312 4 p. 6946932

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

1 Citation (Scopus)

Relasphone - Mobile phone and interactive applications to collect ground reference biomass data for satellite image analysis

Molinier, M., Hame, T., Toivanen, T., Andersson, K. & Mutanen, T., 1 Jan 2014, Proceedings of 2014 IEEE Geoscience and Remote Sensing Symposium (IGARSS). IEEE Institute of Electrical and Electronic Engineers , p. 836-839 4 p. 6946554

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

4 Citations (Scopus)
2013

Change detection from satellite data time series using pixel value distributions

Saarela, O., Molinier, M. & Sirro, L., 2013, Proceedings of ESA Living Planet Symposium. European Space Agency ESA

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

2011

Automatic tree stem delineation supporting forest inventory

Molinier, M., Andersson, K. & Häme, T., 2011, 2011 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011. IEEE Institute of Electrical and Electronic Engineers , p. 4465-4468

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Feature selection for tree species identification in very high resolution satellite images

Molinier, M. & Astola, H., 2011, Proceedings: IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2011. Piscataway, NJ, USA: IEEE Institute of Electrical and Electronic Engineers , p. 4461-4464

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

2010

Social Forest Planning

Häme, T., Korpela, I., Hovi, A., Hippi, I., Rasinmäki, J., Molinier, M. & Andersson, K., 2010, Proceedings of Finnish Remote Sensing Days 2010, November 2010, Espoo.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsProfessional

Towards Operative Forest Inventory by Extraction of Tree Level Information from VHR Satellite Images

Astola, H., Ahola, H., Andersson, K., Häme, T., Kilpi, J., Molinier, M., Rauste, Y. & Rasinmäki, J., 2010, Proceedings of the ESA Living Planet Symposium, Bergen, Norway (ESA SP-686, December 2010). Noordwijk, The Netherlands: European Space Agency ESA

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientific

Traffic monitoring and modeling for Intersection Safety

Pyykönen, P., Molinier, M. & Klunder, G. A., 20 Dec 2010, Proceedings - 2010 IEEE 6th International Conference on Intelligent Computer Communication and Processing, ICCP10. IEEE Institute of Electrical and Electronic Engineers , p. 401-408 8 p. 5606407

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

11 Citations (Scopus)
2009

Polarimetric mosaicking of ortho-rectified ALOS/PALSAR data

Rauste, Y., Lönnqvist, A., Ahola, H., Molinier, M. & Häme, T., 2009, Proceedings of ALOS PI 2008 Symposium, ESA SP-664. Noordwijk, The Netherlands: European Space Agency ESA, 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientific

2008

ALOS Palsar Data in Boreal Forest Monitoring and Biomass Mapping

Rauste, Y., Lönnqvist, A., Molinier, M., Ahola, H. & Häme, T., 2008, Proceedings of the 1st Joint PI Symposium of ALOS Data Nodes for ALOS Science Program in Kyoto. Japan, 4 p. VFW05

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientific

Open Access

Clearcut Mapping For Sustainable Forest Management Using TerraSAR-X Imagery

Molinier, M., Rauste, Y. & Hame, T., 1 Dec 2008, Proceedings of 2008 IEEE International Conference on Geoscience and Remote Sensing Symposium IGARSS 2008, Boston, Massachussets, USA. 1 ed. IEEE Institute of Electrical and Electronic Engineers , Vol. 4. p. IV647-IV650 4779805

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

1 Citation (Scopus)

Comparison of polarimetric change detection methods on alos palsar images over finland

Molinier, M., Lönnqvist, A. & Rauste, Y., 1 Dec 2008, 2008 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2008 - Proceedings. IEEE Institute of Electrical and Electronic Engineers , p. 377-380

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

2 Citations (Scopus)

Improving content-based target and change detection in ALOS PALSAR images with efficient feature selection

Molinier, M., Viitaniemi, V., Koskela, M., Laaksonen, J., Rauste, Y., Lönnqvist, A. & Häme, T., 2008, Proceedings of ESA-EUSC Symposium 2008 – WPP-278. cd-rom ed. 8 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Open Access

Web Cameras In Automatic Autumn Colour Monitoring

Astola, H., Molinier, M., Mikkola, T. & Kubin, E., 2008, Proceedings of 2008 IEEE International Conference on Geoscience and Remote Sensing Symposium, IGARSS 2008. IEEE Institute of Electrical and Electronic Engineers , p. III824-III827

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

6 Citations (Scopus)
2007

Comparison and evaluation of polarimetric change detection techniques in aerial SAR data

Molinier, M. & Rauste, Y., 1 Dec 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2007. Institute of Electrical and Electronics Engineers Inc., p. 2386-2389 4 p. 4423322

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

9 Citations (Scopus)

Detecting changes in polarimetric SAR data with content-based image retrieval

Molinier, M., Laaksonen, J., Rauste, Y. & Häme, T., 1 Dec 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2007. IEEE Institute of Electrical and Electronic Engineers , p. 2390-2393 4 p. 4423323

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

9 Citations (Scopus)

Evaluation of classification methods with polarimetric ALOS/PALSAR data

Lönnqvist, A., Rauste, Y., Ahola, H., Molinier, M. & Häme, T., 2007, Forests and Remote Sensing: Methods and Operational Tools (Forestsat 2007). Montpellier, France, 5-7 Nov. 2007. CD ed. 5 p.

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsProfessional

Open Access

Ortho-rectification and terrain correction of polarimetric SAR data applied in the ALOS/palsar context

Rauste, Y., Lönnqvist, A., Molinier, M., Henry, J. B. & Häme, T., 1 Dec 2007, 2007 IEEE International Geoscience and Remote Sensing Symposium, IGARSS 2007. IEEE Institute of Electrical and Electronic Engineers , p. 1618-1621 4 p. 4423123

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

20 Citations (Scopus)

Self-organising maps for change detection and monitoring of human activity in satellite imagery

Molinier, M., Laaksonen, J., Väätäinen, S. & Häme, T., 2007, ESA-EUSC 2006 Image Information Mining for Security and Intelligence: Proceedings of meeting held from 27-29 November 2006 in Madrid, Spain.. European Space Agency ESA, (ESA Conference Proceedings; No. WPP-274).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Open Access
2006

A self-organizing map framework for detection of man-made structures and changes in satellite imagery

Molinier, M., Laaksonen, J. & Häme, T., 1 Dec 2006, 2006 IEEE International Geoscience and Remote Sensing Symposium, IGARSS. p. 53 - 56 4 p. 4241152

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Self-organizing map application for retrieval of man-made structures in remote sensing data

Molinier, M., Laaksonen, J., Ahola, J. & Häme, T., 2006, ESA-EUSC 2005: Image Information Mining - Theory and Applicaiton to Earth Observation: Proceedings of the workshop. European Space Agency ESA, 8 p. (ESA Conference Proceedings; No. ESA WPP-257).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

Separation of coniferous species in boreal forest using spectral and contextual features from ikonos imagery

Astola, H., Sirro, L., Häme, T., Molinier, M. & Ahola, J., 1 Dec 2006, 2006 IEEE International Geoscience and Remote Sensing Symposium, IGARSS. Vol. 6. p. 2141-2144 4 p. 4241701

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

2005

3D-Connected Components Analysis for Traffic Monitoring in Image Sequences Acquired from a Helicopter

Molinier, M., Ahola, H. & Häme, T., 2005, Image Analysis: 14th Scandinavian Conference, SCIA 2005, Joensuu, Finland, June 19-22, 2005. Proceedings. Springer, p. 141-150 (Lecture Notes in Computer Science, Vol. 3540).

Research output: Chapter in Book/Report/Conference proceedingConference article in proceedingsScientificpeer-review

13 Citations (Scopus)