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Research Output 2005 2019

2019
5 Citations (Scopus)

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

radar imagery
semantics
ecosystems
synthetic aperture radar
Synthetic aperture radar
3 Citations (Scopus)

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
Landsat
imagery
prediction
Mean square error
stem

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
Cellulase
Wood
Fibers
Pulp
Enzymes
2018
23 Citations (Scopus)

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

remote sensing
Remote sensing
textures
Textures
texture

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. Institute of Electrical and Electronic Engineers IEEE, p. 2107-2110 4 p. 8517484

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

detection method
automation
Landsat
learning
satellite image
3 Citations (Scopus)

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

Time series analysis
time series analysis
temperate forest
forest cover
Landsat

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. Institute of Electrical and Electronic Engineers IEEE, p. 1730-1733 4 p. 8518112

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

storm damage
clearcutting
boreal forest
Landsat
time series analysis
2017
6 Citations (Scopus)
Open Access
satellite imagery
pixel
VIIRS
Suomi NPP
detection
2016
19 Citations (Scopus)

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
biomass
forest inventory
basal area
stem
accuracy assessment
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). Institute of Electrical and Electronic Engineers IEEE, p. 5395-5398

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

environmental monitoring
transparency
monitoring system
water quality
water

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
forest inventory
photograph
biomass
basal area
image analysis
7 Citations (Scopus)

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
environmental monitoring
disaster
alga
data management
satellite imagery

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

4 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). Institute of Electrical and Electronic Engineers IEEE, p. 2048-2051

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

carbon balance
boreal forest
forest ecosystem
water budget
carbon

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

carbon balance
boreal forest
forest ecosystem
water budget
carbon
1 Citation (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. Institute of Electrical and Electronic Engineers IEEE, p. 5391-5394

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

in situ measurement
biomass
biome
image analysis
boreal forest

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

forest inventory
biomass
remote sensing
forest resource
forest management
2014

EducEO: Education for EO capitalizing on a Citizen Science approach

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

Research output: Book/ReportReport

1 Citation (Scopus)

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). Institute of Electrical and Electronic Engineers IEEE, p. 2309-2312 4 p. 6946932

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

storm damage
stem
Thunderstorms
power line
Railroads

IceTrafPrep: A feasibility study of a Trafficability Ice Chart Service

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

Research output: Book/ReportReport

Open Access
feasibility study
ice
logistics
services
ice cover

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

3 Citations (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). Institute of Electrical and Electronic Engineers IEEE, p. 836-839 4 p. 6946554

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

Mobile phones
image analysis
Image analysis
Biomass
Satellites
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

satellite data
pixel
time series
forest cover
Landsat

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
water quality
transparency
turbidity
water
mobile phone
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

satellite imagery
forest management
accuracy assessment
forest resource
basal area

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
remote sensing
forest resource
basal area
image analysis
forest management
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. Institute of Electrical and Electronic Engineers IEEE, p. 4465-4468

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

forest inventory
stems
basal area
relascopes
remote sensing

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: Institute of Electrical and Electronic Engineers IEEE, p. 4461-4464

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

discriminant analysis
boreal forest
ranking
satellite image
spectral band

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
basal area
stem
remote sensing
forest resource
image analysis
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
clearcutting
satellite imagery
imagery
remote sensing
forest inventory
40 Citations (Scopus)

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

land cover
synthetic aperture radar
unsupervised classification
image classification
Peat

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

remote sensing
forest resource
basal area
image analysis
forest management

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

forest inventory
accuracy assessment
satellite image
forest resource
pixel
11 Citations (Scopus)

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. Institute of Electrical and Electronic Engineers IEEE, p. 401-408 8 p. 5606407

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

Monitoring
Telecommunication traffic
Sensor data fusion
Sensors
Object recognition
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

PALSAR
ALOS
topographic effect
ground control
digital elevation model
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
ALOS
boreal forest
stem
biomass
monitoring
1 Citation (Scopus)

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. Institute of Electrical and Electronic Engineers IEEE, Vol. 4. p. IV647-IV650 4779805

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

TerraSAR-X
Forestry
clearcutting
forest management
imagery
2 Citations (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. Institute of Electrical and Electronic Engineers IEEE, p. 377-380

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

detection method
Inspection
PALSAR
ALOS
comparison

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
PALSAR
ALOS
browsing
detection
monitoring
6 Citations (Scopus)

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. Institute of Electrical and Electronic Engineers IEEE, p. III824-III827

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

autumn
monitoring
deciduous tree
image analysis
phenology
2007
9 Citations (Scopus)

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

synthetic aperture radar
Inspection
Antennas
evaluation
comparison
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. Institute of Electrical and Electronic Engineers IEEE, p. 2390-2393 4 p. 4423323

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

synthetic aperture radar
Self organizing maps
Image retrieval
Remote sensing
remote sensing
39 Citations (Scopus)
Satellite imagery
Information retrieval systems
Self organizing maps
satellite imagery
information system

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
PALSAR
ALOS
unsupervised classification
image classification
land cover
20 Citations (Scopus)

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. Institute of Electrical and Electronic Engineers IEEE, p. 1618-1621 4 p. 4423123

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

ALOS
synthetic aperture radar
Thermal noise
matrix
azimuth

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
satellite imagery
human activity
monitoring
QuickBird
browsing

Supporting City Planning with Traffic Monitoring in Image Sequences

Molinier, M., 2007, In : ERCIM News. 68, p. 51-52

Research output: Contribution to journalArticleProfessional

Open Access
Urban planning
Monitoring
Crosswalks
Geographic information systems
Planning
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

Satellite imagery
Self organizing maps
Image retrieval
satellite imagery
Remote sensing
1 Citation (Scopus)

Role of aerial imagery in traffic monitoring

Ahola, H. & Molinier, M., 2006, In : Traffic Engineering & Control. 47, 3, p. 110-115 6 p.

Research output: Contribution to journalArticleProfessional

imagery
information technology
image processing
stabilization
software

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

remote sensing
QuickBird
browsing
road
detection