Matthieu Molinier

  • Phone+358405283974
20052020

Research output per year

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Research Output

2020

Influence of residential land cover on childhood allergic and respiratory symptoms and diseases: Evidence from 9 European cohorts

Parmes, E., Pesce, G., Sabel, C., Baldacci, S., Bono, R., Brescianini, S., D'Ippolito, C., Hanke, W., Horvat, M., Liedes, H., Maio, S., Marchetti, P., Marcon, A., Medda, E., Molinier, M., Panunzi, S., Pärkkä, J., Polanska, K., Prud'homme, J., Ricci, P. & 5 others, Snoj Tratnik, J., Squillacioti, G., Stazi, M. A., Maesano, C. & Annesi-Maesano, I., Apr 2020, In : Environmental Research. 183, 108953.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
2 Citations (Scopus)
2019

A new fully convolutional neural network for semantic segmentation of polarimetric SAR imagery in complex land cover ecosystem

Mohammadimanesh, F., Salehi, B., Mahdianpari, M., Gill, E. & Molinier, M., 2019, In : ISPRS Journal of Photogrammetry and Remote Sensing. 151, p. 223-236 14 p.

Research output: Contribution to journalArticleScientificpeer-review

20 Citations (Scopus)

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

Combining Deep Learning Methods for Retrieval of Forest Biomass & Structure

Molinier, M., Astola, H. & Mõttus, M., 16 May 2019, ESA Living Planet Symposium 2019. Milano: European Space Agency ESA

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

Comparison of Sentinel-2 and Landsat 8 imagery for forest variable prediction in boreal region

Astola, H., Häme, T., Sirro, L., Molinier, M. & Kilpi, J., 15 Mar 2019, In : Remote Sensing of Environment. 223, p. 257-273 17 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
9 Citations (Scopus)

Effect of cellulase family and structure on modification of wood fibres at high consistency

Rahikainen, J., Ceccherini, S., Molinier, M., Holopainen-Mantila, U., Reza, M., Väisänen, S., Puranen, T., Kruus, K., Vuorinen, T., Maloney, T., Suurnäkki, A. & Grönqvist, S., 30 May 2019, In : Cellulose. 26, 8, p. 5085-5103 19 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
5 Citations (Scopus)

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

Unsupervised LSTM-AE and Harmonic Models for Improving Timeliness of Forest Logging Notifications With Dense Satellite Image Time Series

Molinier, M. & Antikainen, E., 11 Sep 2019, ESA Phi-Week 2019. European Space Agency ESA

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

2018

Binary patterns encoded convolutional neural networks for texture recognition and remote sensing scene classification

Anwer, R. M., Khan, F. S., van de Weijer, J., Molinier, M. & Laaksonen, J., 1 Apr 2018, In : ISPRS Journal of Photogrammetry and Remote Sensing. 138, p. 74–85 12 p.

Research output: Contribution to journalArticleScientificpeer-review

45 Citations (Scopus)

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

Landsat time series analysis for temperate forest cover change detection in the Sierra Madre Occidental, Durango, Mexico

Novo-Fernández, A., Franks, S., Wehenkel, C., López-Serrano, P. M., Molinier, M. & López-Sánchez, C. A., 2 Jul 2018, In : International Journal of Applied Earth Observation and Geoinformation. 73, p. 230-244 15 p.

Research output: Contribution to journalArticleScientificpeer-review

6 Citations (Scopus)

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)
2017
Open Access
6 Citations (Scopus)
2016

Relasphone - mobile and participative in situ forest biomass measurements supporting satellite image mapping

Molinier, M., López-Sánchez, C. A., Toivanen, T., Korpela, I., Corral-Rivas, J. J., Tergujeff, R. & Häme, T., 2016, In : Remote Sensing. 8, 10, 23 p., 869.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
23 Citations (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

Analyzing Forest Inventory Data from Geo-Located Photographs

Toivanen, T., Tergujeff, R., Andersson, K., Molinier, M. & Häme, T., 2015, Geophysical Research Abstracts. Vol. 17. EGU2015-11377-1

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

Open Access

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)

Clear-cut mapping in Landsat 8 images with a change detection method based on the random forest algorithm

Molinier, M., Antropov, O. & Mutanen, T., 2015. 2 p.

Research output: Contribution to conferenceConference articleScientific

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.

Research output: Contribution to conferenceConference AbstractScientific

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)

Supporting forest inventory in Durango, Mexico by combining in-situ data from cellular phones with satellite image mapping

Toivanen, T., Molinier, M., Häme, T., Corral, J., Lopez, C., Vega, D. & Rauste, Y., 2015.

Research output: Contribution to conferenceConference PosterScientific

2014

EducEO: Education for EO capitalizing on a Citizen Science approach

Toivanen, T., Molinier, M. & Häme, T., 2014

Research output: Book/ReportReport

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)

IceTrafPrep: A feasibility study of a Trafficability Ice Chart Service

Berglund, R. & Molinier, M., 2014, Winter Navigation Research Board. 27 p. (Winter Navigation Research Reports, Vol. 80).

Research output: Book/ReportReport

Open Access

Monitoring forest cover in Chiapas, Mexico to support REDD: Results of the ReCover project

Häme, T., Sirro, L., Kilpi, J., Molinier, M., Paz Pellat, F., De Jong, B. & Hämäläinen, J., 2014.

Research output: Contribution to conferenceOther conference contributionScientific

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

Water quality analysis using an inexpensive device and a mobile phone

Toivanen, T., Sampsa, K., Kotovirta, V., Molinier, M. & Peng, C., 2013, In : Environmental Systems Research. 2, 9, 6 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
2012

Combining Cellular Phone Images and Wall-to-Wall Satellite Imagery in Forest Management Planning

Molinier, M. & Häme, T., 2012.

Research output: Contribution to conferenceConference PosterScientificpeer-review

Social Forest Planning project: summary of results 2010-2012

Molinier, M., Häme, T., Rauste, Y., Andersson, K., Korpela, I., Hovi, A., Hippi, I. & Rasinmäki, J., 2012, Finnish Remote Sensing Days 2012: Book of abstracts. University of Helsinki, 53

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

Open Access
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

Interactive Basal Area Estimations from Mobile Phone Images

Molinier, M., Häme, T., Andersson, K., Korpela, I. & Hovi, A., 2011, Proceedings of Finnish Remote Sensing Days 2011, November 2011, Espoo.

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

Open Access
2010

Clearcut Detection between Aerial and Satellite Imagery Supporting Species-wise Forest Variable Estimates

Molinier, M. & Astola, H., 2010, Proceedings of Nordic Remote Sensing Days 2009 : Book of Abstracts. Helsinki University of Technology, p. 98 (TKK Radio Science and Engineering Publications; No. Report R13).

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

Open Access

Polarimetric SAR data in land cover mapping in boreal zone

Lönnqvist, A., Rauste, Y., Molinier, M. & Häme, T., 1 Oct 2010, In : IEEE Transactions on Geoscience and Remote Sensing. 48, 10, p. 3652-3662 11 p., 5475228.

Research output: Contribution to journalArticleScientificpeer-review

43 Citations (Scopus)

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

ROADIDEA: D2.1 Report on the present availability of data for trnsport systems and services

Kelpin, R., Tarkiainen, M., Leviäkangas, P., Öörni, R., Laaksonen, R., Molinier, M., Kivikoski, H., Mäkelä, K., Dubbert, J., Axelson, G., Wedin, O., Grashof, P., Zardini, F., Rossa, A., Grabec, I., Lindenbach, A. & Subanovic, N., 2008, 64 p.

Research output: Book/ReportReport

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)
42 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