Ilkka Pölönen

Ilkka Pölönen

Professor
Unit
Faculty of Information Technology
Room number
Mobile
+358400248140
Postal address
Mattilanniemi 2
Fields of science
111 Mathematics
113 Computer and information sciences

Biography

Ilkka Pölönen is an associate professor at the Ä¢¹½Ö±²¥â€™s Faculty of Information Technology in Finland. He is widely recognized for his contributions to education, teaching both beginner and advanced machine learning courses that prepare students for careers in the rapidly evolving field of artificial intelligence.

Beyond his academic duties, Pölönen plays an influential role in the broader AI community as a board member of the Finnish Artificial Intelligence Society, helping to shape future innovations and policies.

Current teaching:

  • Computer vision and image analysis
  • Anomaly detection
  • Machine learning for cyber security

Head of Spectral Imaging Laboratory.

Research interests

Pölönen focuses on developing and applying advanced computational methods for hyperspectral imaging and data analysis. Leading the Spectral Imaging Laboratory, his work leverages machine learning, computer vision, and spectral imaging techniques to interpret hyperspectral data across various disciplines — from remote sensing and medicine to biology and art history. His interdisciplinary approach bridges theory with practical applications, continually advancing the frontiers of computational data analysis.

Publications

Publication
2025
Available through Open Access

Applied Computing and Intelligence.
Tuomikoski, Joonas
Vesterinen, Ville
Luisto, Rami
Pölönen, Ilkka
Äyrämö, Sami
Publication
2025
Available through Open Access

Algal Research.
Calderini, Marco L.
Pääkkönen, Salli
Yli-Tuomola, Aliisa
Timilsina, Hemanta
Pulkkinen, Katja
Pölönen, Ilkka
Salmi, Pauliina
Publication
2025
Available through Open Access

Scientific Reports.
Naik, Pritish
Pölönen, Ilkka
Salmi, Pauliina
Publication
2025
Available through Open Access

Scientific Data.
Pesonen, Julius
Raita-Hakola, Anna-Maria
Joutsalainen, Jukka
Hakala, Teemu
Akhtar, Waleed
Koivumäki, Niko
Markelin, Lauri
Suomalainen, Juha
Alves de Oliveira, Raquel
Pölönen, Ilkka
Honkavaara, Eija
Publication
2025
Available through Open Access

Winter Satellite Workshop.
Naik, Pritish
Pölönen, Ilkka
Asikainen, Harri
Ketola, Mirva
Malin, Ismo
Taipale, Sami
Vesterinen, Jussi
Yli-Tuomola, Aliisa
Salmi, Pauliina
Publication
2025
Available through Open Access

IEEE/CVF Winter Conference on Applications of Computer Vision, WACV. IEEE Winter Conference on Applications of Computer Vision.
Pesonen, Julius
Hakala, Teemu
Karjalainen, Väinö
Koivumäki, Niko
Markelin, Lauri
Raita-Hakola, Anna-Maria
Suomalainen, Juha
Pölönen, Ilkka
Honkavaara, Eija
Publication
2025
Available through Open Access

International Conference on Medical Image Computing and Computer-Assisted Intervention. Lecture Notes in Computer Science. Springer.
Hao, Xinyu
Xu, Hongming
Zhang, Qibin
Xu, Qi
Pölönen, Ilkka
Cong, Fengyu
Publication
2025
Available through Open Access

Winter Satellite Workshop.
Salmi, Pauliina
Naik, Pritish
Beckmann, Daniel Atton
Jiang, Dalin
May, Linda
McKenzie, Rebecca
Olszewska, Justyna
Pölönen, Ilkka
Hunter, Peter
Publication
2025
Available through Open Access

Sensing and Imaging.
Lind, Leevi
Ribeiro, Felipe Reis Campanha
Saari, Heikki
Ojanen, Harri
Holmlund, Christer
Raita-Hakola, Anna-Maria
Pölönen, Ilkka
Publication
2025
Available through Open Access

Journal of the Royal Society Interface.
Riihiaho, Kimmo A.
Lind, Leevi
Calderini, Marco L.
Halonen, Vilho
Pölönen, Ilkka
Salmi, Pauliina