Author

Pirjo Peltonen‐Sainio

Natural Resources Institute FinlandORCID 0000-0002-1083-2201Unclaimed ORCID profile · follow to get notified of new preprints

Biology Disciplines

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Bioinformatics· 1

Signature Assays, Organisms & Methods

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Research Focus:benchmarking· 1 Assay:imaging· 1 Approach:machine learning (classical)· 1

Frequent Co-Authors

Eetu PuttoneniD· 1 shared Fulu TaoiD· 1 shared Hiroshi MamitsukaiD· 1 shared Jere KaivosojaiD· 1 shared Maximilian Proll· 1 shared Pekka MarttineniD· 1 shared Samantha WittkeiD· 1 shared Santosh HiremathiD· 1 shared

Activity by Year

2021-2021 · peak 1/yr

Co-Author Collaboration Network

9 top collaborators · 36 mutual co-author links

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1 shared paperBioinformatics

Eetu PuttonenORCID

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1 paper

Recent·Most cited

Crop loss identification at field parcel scale using satellite remote sensing and machine learning

Santosh Hiremath, Samantha Wittke, Taru Palosuo, Jere Kaivosoja, Fulu Tao, Maximilian Proll, Eetu Puttonen, Pirjo Peltonen‐Sainio, Pekka Marttinen, Hiroshi Mamitsuka

This study uses satellite imagery and machine learning to classify crop loss at field parcel scale, achieving an average AUC of 0.688 using random forest.

PLoS ONE · Dec 16, 2021Peer-reviewedBioinformatics