Ilkka Pölönen

Publication Activity (10 Years)

Years Active: 2013-2023
Publications (10 Years): 16

Top Topics

Colorectal Cancer

Top Venues

Biomed. Signal Process. Control.

Publications

Vilho Halonen, Ilkka Pölönen
Quantification of Errors Generated by Uncertain Data in a Linear Boundary Value Problem Using Neural Networks. SIAM/ASA J. Uncertain. Quantification 11 (4) (2023)
Emma Turkulainen, Eija Honkavaara, Roope Näsi, Raquel Alves Oliveira, Teemu Hakala, Samuli Junttila, Kirsi Karila, Niko Koivumäki, Mikko Pelto-Arvo, Johanna Tuviala, Madeleine Östersund, Ilkka Pölönen, Päivi Lyytikäinen-Saarenmaa
Comparison of Deep Neural Networks in the Classification of Bark Beetle-Induced Spruce Damage Using UAS Images. Remote. Sens. 15 (20) (2023)
Anna-Maria Raita-Hakola, Leevi Annala, Vivian Lindholm, Roberts Trops, Antti Näsilä, Heikki Saari, Annamari Ranki, Ilkka Pölönen
FPI Based Hyperspectral Imager for the Complex Surfaces - Calibration, Illumination and Applications. Sensors 22 (9) (2022)
Kirsi Karila, Raquel Alves de Oliveira, Johannes Ek, Jere Kaivosoja, Niko Koivumäki, Panu Korhonen, Oiva Niemeläinen, Laura Nyholm, Roope Näsi, Ilkka Pölönen, Eija Honkavaara
Estimating Grass Sward Quality and Quantity Parameters Using Drone Remote Sensing with Deep Neural Networks. Remote. Sens. 14 (11) (2022)
Samuli Rahkonen, Leevi Lind, Anna-Maria Raita-Hakola, Sampsa Kiiskinen, Ilkka Pölönen
Reflectance Measurement Method Based on Sensor Fusion of Frame-Based Hyperspectral Imager and Time-of-Flight Depth Camera. Sensors 22 (22) (2022)
Heini Kanerva, Eija Honkavaara, Roope Näsi, Teemu Hakala, Samuli Junttila, Kirsi Karila, Niko Koivumäki, Raquel Alves Oliveira, Mikko Pelto-Arvo, Ilkka Pölönen, Johanna Tuviala, Madeleine Östersund, Päivi Lyytikäinen-Saarenmaa
Estimating Tree Health Decline Caused by Ips typographus L. from UAS RGB Images Using a Deep One-Stage Object Detection Neural Network. Remote. Sens. 14 (24) (2022)
Liisa Petäinen, Juha P. Väyrynen, Pekka Ruusuvuori, Ilkka Pölönen, Sami Äyrämö, Teijo Kuopio
Domain-specific transfer learning in the automated scoring of tumor-stroma ratio from histopathological images of colorectal cancer. CoRR (2022)
Kimmo Aukusti Riihiaho, Matti A. Eskelinen, Ilkka Pölönen
A Do-It-Yourself Hyperspectral Imager Brought to Practice with Open-Source Python. Sensors 21 (4) (2021)
Leevi Annala, Eija Honkavaara, Sakari Tuominen, Ilkka Pölönen
Chlorophyll Concentration Retrieval by Training Convolutional Neural Network for Stochastic Model of Leaf Optical Properties (SLOP) Inversion. Remote. Sens. 12 (2) (2020)
Somayeh Nezami, Ehsan Khoramshahi, Olli Nevalainen, Ilkka Pölönen, Eija Honkavaara
Tree Species Classification of Drone Hyperspectral and RGB Imagery with Deep Learning Convolutional Neural Networks. Remote. Sens. 12 (7) (2020)
Leevi Annala, Noora Neittaanmäki, John Paoli, Oscar Zaar, Ilkka Pölönen
Generating Hyperspectral Skin Cancer Imagery using Generative Adversarial Neural Network. EMBC (2020)
Eija Honkavaara, Konstantinos Karantzalos, Xinlian Liang, Erica Nocerino, Ilkka Pölönen, Petri Rönnholm
Editorial for the Special Issue "Frontiers in Spectral Imaging and 3D Technologies for Geospatial Solutions". Remote. Sens. 11 (14) (2019)
Ilkka Pölönen, Leevi Annala, Samuli Rahkonen, Olli Nevalainen, Eija Honkavaara, Sakari Tuominen, Niko Viljanen, Teemu Hakala
Tree Species Identification Using 3D Spectral Data and 3D Convolutional Neural Network. WHISPERS (2018)
Sakari Tuominen, Roope Näsi, Eija Honkavaara, Andras Balazs, Teemu Hakala, Niko Viljanen, Ilkka Pölönen, Heikki Saari, Harri Ojanen
Assessment of Classifiers and Remote Sensing Features of Hyperspectral Imagery and Stereo-Photogrammetric Point Clouds for Recognition of Tree Species in a Forest Area of High Species Diversity. Remote. Sens. 10 (5) (2018)
Olli Nevalainen, Eija Honkavaara, Sakari Tuominen, Niko Viljanen, Teemu Hakala, Xiaowei Yu, Juha Hyyppä, Heikki Saari, Ilkka Pölönen, Nilton Nobuhiro Imai, Antonio M. G. Tommaselli
Individual Tree Detection and Classification with UAV-Based Photogrammetric Point Clouds and Hyperspectral Imaging. Remote. Sens. 9 (3) (2017)
Eija Honkavaara, Matti A. Eskelinen, Ilkka Pölönen, Heikki Saari, Harri Ojanen, Rami Mannila, Christer Holmlund, Teemu Hakala, Paula Litkey, Tomi Rosnell, Niko Viljanen, Merja Pulkkanen
Remote Sensing of 3-D Geometry and Surface Moisture of a Peat Production Area Using Hyperspectral Frame Cameras in Visible to Short-Wave Infrared Spectral Ranges Onboard a Small Unmanned Airborne Vehicle (UAV). IEEE Trans. Geosci. Remote. Sens. 54 (9) (2016)
Valery A. Zheludev, Ilkka Pölönen, Noora Neittaanmäki-Perttu, Amir Averbuch, Pekka Neittaanmäki, Mari Grönroos, Heikki Saari
Delineation of malignant skin tumors by hyperspectral imaging using diffusion maps dimensionality reduction. Biomed. Signal Process. Control. 16 (2015)
Eija Honkavaara, Heikki Saari, Jere Kaivosoja, Ilkka Pölönen, Teemu Hakala, Paula Litkey, Jussi Mäkynen, Liisa Pesonen
Processing and Assessment of Spectrometric, Stereoscopic Imagery Collected Using a Lightweight UAV Spectral Camera for Precision Agriculture. Remote. Sens. 5 (10) (2013)
Paavo Nieminen, Ilkka Pölönen, Tuomo Sipola
Research literature clustering using diffusion maps. J. Informetrics 7 (4) (2013)