Detecting stony areas based on ground surface curvature distribution. - Paavo Nevalainen; Maarit Middleton; Ilkka Kaate; Tapio Pahikkala; Raimo Sutinen; Jukka Heikkonen (IPTA, 2015)

Detecting Terrain Stoniness From Airborne Laser Scanning Data. - Paavo Nevalainen; Maarit Middleton; Raimo Sutinen; Jukka Heikkonen; Tapio Pahikkala (Remote. Sens., 2016)

Assessing the ability to combine hyperspectral imaging (HSI) data with Mineral Liberation Analyzer (MLA) data to characterize phosphate rocks. - Kati Laakso; Maarit Middleton; T. Heinig; R. Bärs; P. Lintinen (Int. J. Appl. Earth Obs. Geoinformation, 2018)

The spatial leave-pair-out cross-validation method for reliable AUC estimation of spatial classifiers. - Antti Airola; Jonne Pohjankukka; Johanna Torppa; Maarit Middleton; Vesa Nykänen; Jukka Heikkonen; Tapio Pahikkala (Data Min. Knowl. Discov., 2019)

Integrated Object-Based Image Analysis for semi-automated geological lineament detection in southwest England. - Christopher M. Yeomans; Maarit Middleton; Robin K. Shail; Stephen Grebby; Paul A. J. Lusty (Comput. Geosci., 2019)

Imputation of values above an upper detection limit in compositional data. - Dominika Miksová; Peter Filzmoser; Maarit Middleton (Comput. Geosci., 2020)

Multistream Convolutional Neural Network Fusion for Pixel-wise Classification of Peatland. - Fahimeh Farahnakian; Luca Zelioli; Timo P. Pitkänen; Jonne Pohjankukka; Maarit Middleton; Sakari Tuominen; Paavo Nevalainen; Jukka Heikkonen (FUSION, 2023)

CNN-based Boreal Peatland Fertility Classification from Sentinel-1 and Sentinel-2 Imagery. - Fahimeh Farahnakian; Luca Zelioli; Maarit Middleton; Iiro Seppä; Timo P. Pitkänen; Jukka Heikkonen (ROSE, 2023)

Leveraging High-Resolution Long-Wave Infrared Hyperspectral Laboratory Imaging Data for Mineral Identification Using Machine Learning Methods. - Alireza Hamedianfar; Kati Laakso; Maarit Middleton; Tuomo Törmänen; Juha Köykkä; Johanna Torppa (Remote. Sens., 2023)

Enhancing Peatland Classification using Sentinel-1 and Sentinel-2 Fusion with Encoder-Decoder Architecture. - Luca Zelioli; Fahimeh Farahnakian; Farshad Farahnakian; Maarit Middleton; Jukka Heikkonen (FUSION, 2024)

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)

Peatland pixel-level classification via multispectral, multiresolution and multisensor data using convolutional neural network. - Luca Zelioli; Fahimeh Farahnakian; Maarit Middleton; Timo P. Pitkänen; Sakari Tuominen; Paavo Nevalainen; Jonne Pohjankukka; Jukka Heikkonen (Ecol. Informatics, 2025)