Research output per year
Research output per year
Personal profile
Artistic and research interests
Prof. Juho Kannala (PhD 2010) is an Assistant Professor at Aalto University. He defended his PhD thesis in 2010 in the University of Oulu. From 2011 until 2014 he was a postdoctoral researcher funded by the Academy of Finland. In 2012 he was a visiting researcher in INRIA Grenoble working with Dr. Peter Sturm and in 2014 he visited the Mathematical Imaging Group at Lund University. His scientific research is focused on computer vision and covers geometric aspects in 3D vision as well as topics in recognition and semantic image analysis. His work on geometric camera calibration is widely cited and the related software is used by researchers and practitioners worldwide. He has authored or co-authored more than 100 peer-reviewed scientific articles and his H-index is 35 according to Google Scholar.
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
Keywords
- computer vision
- machine learning
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Expansion of Visual Hints for Improved Generalization in Stereo Matching
Pilzer, A., Hou, Y., Loppi, N., Solin, A. & Kannala, J., 2023, Proceedings - 2023 IEEE Winter Conference on Applications of Computer Vision, WACV 2023. IEEE, p. 5829-5838 10 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
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Adaptive behavior cloning regularization for stable offline-to-online reinforcement learning
Zhao, Y., Boney, R., Ilin, A., Kannala, J. & Pajarinen, J., 2022, Proceedings of the European Symposium on Artificial Neural Networks, 2022. European Symposium on Artificial Neural Networks (ESANN), 6 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open Access -
Automated Tip Functionalization via Machine Learning in Scanning Probe Microscopy
Alldritt, B., Urtev, F., Oinonen, N., Aapro, M., Kannala, J., Liljeroth, P. & Foster, A. S., Apr 2022, In: Computer Physics Communications. 273, 108258.Research output: Contribution to journal › Article › Scientific › peer-review
Open AccessFile11 Citations (Scopus)99 Downloads (Pure) -
Continual Learning for Image-Based Camera Localization
Wang, S., Laskar, Z., Melekhov, I., Li, X. & Kannala, J., 2022, 2021 International Conference on Computer Vision, ICCV. IEEE, p. 3232-3242 11 p. (IEEE International Conference on Computer Vision).Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile5 Citations (Scopus)33 Downloads (Pure) -
Digging Into Self-Supervised Learning of Feature Descriptors
Melekhov, I., Laskar, Z., Li, X., Wang, S. & Kannala, J., Jan 2022, Proceedings - 2021 International Conference on 3D Vision, 3DV 2021. IEEE, p. 1144-1155 12 p.Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › Scientific › peer-review
Open AccessFile2 Citations (Scopus)34 Downloads (Pure)
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Energy efficient machine perception /Kannala 31.12.2025: Energy efficient perception
01/01/2023 → 31/12/2025
Project: Academy of Finland: Other research funding
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Finnish Center for Artificial Intelligence
01/01/2023 → 31/12/2024
Project: Academy of Finland: Other research funding
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REPEAT: Robust and Efficient PErception for Autonomous Things
Kannala, J., Ye, R., Boney, R. & Li, X.
01/01/2020 → 30/09/2023
Project: Academy of Finland: Other research funding
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FCAI: Finnish Center for Artificial Intelligence (FCAI)
Kannala, J., Pilzer, A., Seniushkin, D. & Verma, V.
01/01/2020 → 31/12/2022
Project: Academy of Finland: Other research funding
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Computational tomographic atomic force microscopy
Kannala, J., Laskar, Z., Li, X., Urtev, F., Wang, S., Zhao, Y., Ye, R. & Boney, R.
01/01/2018 → 31/12/2021
Project: Academy of Finland: Other research funding
Datasets
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Pioneer Networks: Progressively Growing Generative Autoencoder
Ari, H. (Creator), Solin, A. (Creator) & Kannala, J. (Creator), 2018
DOI: 10.5281/zenodo.1455187, https://zenodo.org/api/records/1455188
Dataset
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ADVIO: An Authentic Dataset for Visual-Inertial Odometry
Cortes Reina, S. (Creator), Solin, A. (Creator), Rahtu, E. (Creator) & Kannala, J. (Creator), 2018
DOI: 10.5281/zenodo.1320824, https://github.com/AaltoVision/ADVIO and one more link, https://zenodo.org/record/1476931 (show fewer)
Dataset
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Deep Automodulators
Heljakka, A. (Creator), Hou, Y. (Creator), Kannala, J. (Creator) & Solin, A. (Creator), 2020
DOI: 10.5281/zenodo.4298893, https://doi.org/10.5281/zenodo.4298894 and 2 more links, https://arxiv.org/abs/1912.10321, https://github.com/AaltoVision/automodulator (show fewer)
Dataset
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Unstructured multi-view depth estimation using mask-based multiplane representation
Hou, Y. (Creator), Solin, A. (Creator) & Kannala, J. (Creator), 2019
DOI: 10.5281/zenodo.2628419, https://zenodo.org/api/records/2628420
Dataset
Prizes
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Primus Young Doctor in the Conferment Seremony of the University of Oulu
Kannala, Juho (Recipient), 2013
Prize: Award or honor granted for academic or artistic career
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Tobii best paper award
Ylimäki, Markus (Recipient), Kannala, Juho (Recipient) & Heikkilä, Janne (Recipient), 2017
Prize: Award or honor granted for a specific work
Activities
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IET COMPUTER VISION (Journal)
Juho Kannala (Editor)
2017 → …Activity: Publication peer-review and editorial work types › Membership of an editorial board
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Pre-examiner and a member of the Ph.D. thesis committee, University of Lorraine / INRIA Nancy
Juho Kannala (Examiner)
2015Activity: Academic assessments › Pre-examination of doctoral thesis or acting as opponent to doctoral students or membership of doctoral thesis committee or board
Press/Media
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Koronaviruksen leviämistä estävistä suojatoimista ei pidä luopua ennen riittävän laajaa rokotekattavuutta
18/02/2021
1 item of Media coverage
Press/Media: Media appearance
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Naamataulu on tulevaisuuden maksuväline – ostokset voi pian hoitaa kasvoja vilauttamalla
12/09/2018
1 item of Media coverage
Press/Media: Media appearance
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Naamataulu on tulevaisuuden maksuväline
12/09/2018
1 item of Media coverage
Press/Media: Media appearance
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Video: Naamataulu on tulevaisuuden maksuväline – ostokset voi pian hoitaa kasvoja vilauttamalla
12/09/2018
1 item of Media coverage
Press/Media: Media appearance
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Ostokset voi pian hoitaa kasvoja vilauttamalla: Mutta kannattaako omaa naamatauluaan tallentaa joka paikkaan?
12/09/2018
1 item of Media coverage
Press/Media: Media appearance