Research Output

2020

Iterative path reconstruction for large-scale inertial navigation on smartphones

Cortes Reina, S., Hou, Y., Kannala, J. & Solin, A., Feb 2020, Proceedings of the International Conference on Information Fusion (FUSION). IEEE

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access

Multi-view stereo by temporal nonparametric fusion

Hou, Y., Kannala, J. & Solin, A., Feb 2020, Proceedings - 2019 International Conference on Computer Vision, ICCV 2019. IEEE, p. 2651–2660 9008539. (Proceedings of the IEEE International Conference on Computer Vision; vol. 2019-October).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access

Towards photographic image manipulation with balanced growing of generative autoencoders

Heljakka, A., Solin, A. & Kannala, J., Mar 2020, Proceedings - 2020 IEEE Winter Conference on Applications of Computer Vision, WACV 2020. IEEE, p. 3109-3118 10 p. 9093375

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

2019

Applied Stochastic Differential Equations

Särkkä, S. & Solin, A., Apr 2019, Cambridge University Press. 324 p. ( Institute of Mathematical Statistics Textbooks)

Research output: Book/ReportBookScientificpeer-review

Open Access

Conditional image sampling by deep automodulators

Heljakka, A., Hou, Y., Kannala, J. & Solin, A., 2019.

Research output: Contribution to conferencePaperScientificpeer-review

Open Access

End-to-End Probabilistic Inference for Nonstationary Audio Analysis

Wilkinson, W., Andersen, M., Reiss, J. D., Stowell, D. & Solin, A., 2019, 36th International Conference on Machine Learning, ICML 2019. p. 6776–6785 (Proceedings of Machine Learning Research; vol. 97).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
10 Downloads (Pure)

Global approximate inference via local linearisation for temporal Gaussian processes

Wilkinson, W., Chang, P., Andersen, M. & Solin, A., 2019.

Research output: Contribution to conferencePaperScientificpeer-review

Open Access

Hilbert space methods for reduced-rank Gaussian process regression

Solin, A. & Särkkä, S., 2019, In : STATISTICS AND COMPUTING. 28 p.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
1 Citation (Scopus)
112 Downloads (Pure)

Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features

Solin, A. & Kok, M., 2019, Proceedings of the 22nd International Conference on Artificial Intelligence and Statistics (AISTATS). JMLR W&CP, p. 2193-2202 (Proceedings of Machine Learning Research; vol. 89).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
5 Downloads (Pure)

Pioneer Networks: Progressively Growing Generative Autoencoder

Heljakka, A., Solin, A. & Kannala, J., 2019, Computer Vision – ACCV 2018 - 14th Asian Conference on Computer Vision, Revised Selected Papers. Mori, G., Jawahar, C. V., Schindler, K. & Li, H. (eds.). Springer, Cham, p. 22-38 17 p. (Lecture notes in computer science; vol. 11361).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
1 Citation (Scopus)
94 Downloads (Pure)

Unifying Probabilistic Models for Time-frequency Analysis

Wilkinson, W. J., Riis Andersen, M., Reiss, J. D., Stowell, D. & Solin, A., 1 May 2019, 44th IEEE International Conference on Acoustics, Speech, and Signal Processing, ICASSP 2019; Brighton; United Kingdom; 12-17 May 2019 : Proceedings. IEEE, p. 3352-3356 5 p. 8682306. (IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
1 Citation (Scopus)
93 Downloads (Pure)

Unstructured Multi-view Depth Estimation Using Mask-Based Multiplane Representation

Hou, Y., Solin, A. & Kannala, J., 1 Jan 2019, Image Analysis - 21st Scandinavian Conference, SCIA 2019, Proceedings. Felsberg, M., Forssén, P-E., Unger, J. & Sintorn, I-M. (eds.). p. 54-66 13 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11482 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
1 Citation (Scopus)
2018

ADVIO: An authentic dataset for visual-inertial odometry

Cortés, S., Solin, A., Rahtu, E. & Kannala, J., 1 Jan 2018, Computer Vision – ECCV 2018 - 15th European Conference, 2018, Proceedings. p. 425-440 16 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11214 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
3 Citations (Scopus)

Computationally inferred genealogical networks uncover long-term trends in assortative mating

Malmi, E., Gionis, A. & Solin, A., 2018, Proceedings of the International World Wide Web Conference (WWW). ACM, p. 883-892 10 p.

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
126 Downloads (Pure)

Deep learning based speed estimation for constraining strapdown inertial navigation on smartphones

Cortes Reina, S., Solin, A. & Kannala, J., 2018, 2018 IEEE 28th International Workshop on Machine Learning for Signal Processing (MLSP). Aalborg: IEEE, p. 1-6 8516710

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
6 Citations (Scopus)
234 Downloads (Pure)

Inertial Odometry on Handheld Smartphones

Solin, A., Cortes Reina, S., Rahtu, E. & Kannala, J., 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. IEEE, p. 1361-1368 8455482

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
14 Citations (Scopus)
136 Downloads (Pure)

Infinite-Horizon Gaussian Processes

Solin, A., Hensman, J. & Turner, R. E., 2018, 32nd Conference on Neural Information Processing Systems (NeurIPS 2018), Montréal, Canada.. Curran Associates, Inc., p. 3490-3499 10 p. (Advances in Neural Information Processing Systems; vol. 31).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
9 Downloads (Pure)

Modeling and Interpolation of the Ambient Magnetic Field by Gaussian Processes

Solin, A., Kok, M., Wahlstrom, N., Schon, T. B. & Sarkka, S., 2018, In : IEEE Transactions on Robotics. 34, 4, p. 1112-1127

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
12 Citations (Scopus)
113 Downloads (Pure)

PIVO: Probabilistic Inertial-Visual Odometry for Occlusion-Robust Navigation

Solin, A., Cortés Reina, S., Rahtu, E. & Kannala, J., 2018, Proceedings - 2018 IEEE Winter Conference on Applications of Computer Vision, WACV 2018. IEEE, p. 616-625 10 p. (IEEE Winter Conference on Applications of Computer Vision).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
10 Citations (Scopus)
88 Downloads (Pure)

Recursive Chaining of Reversible Image-to-Image Translators for Face Aging

Heljakka, A., Solin, A. & Kannala, J., 1 Jan 2018, Advanced Concepts for Intelligent Vision Systems - 19th International Conference, ACIVS 2018, Proceedings. p. 309-320 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 11182 LNCS).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
1 Citation (Scopus)
91 Downloads (Pure)

Robust Gyroscope-Aided Camera Self-Calibration

Cortés Reina, S., Solin, A. & Kannala, J., 5 Sep 2018, 2018 21st International Conference on Information Fusion, FUSION 2018. IEEE, p. 772-779 8 p. 8455353

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access

Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps

Kok, M. & Solin, A., 5 Sep 2018, 21st International Conference on Information Fusion: FUSION 2018. IEEE, p. 1353-1360 8 p. 8455789

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
6 Citations (Scopus)
117 Downloads (Pure)

State space Gaussian processes with non-Gaussian likelihood

Nickisch, H., Solin, A. & Grigorevskiy, A., 2018, 35th International Conference on Machine Learning, ICML 2018. Dy, J. & Krause, A. (eds.). p. 3789-3798 (Proceedings of Machine Learning Research; vol. 80).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
1 Citation (Scopus)
22 Downloads (Pure)

Variational Fourier Features for Gaussian Processes

Hensman, J., Durrande, N. & Solin, A., 2018, In : Journal of Machine Learning Research. 18, 1, p. 1-52 52 p., 151.

Research output: Contribution to journalArticleScientificpeer-review

Open Access
File
25 Downloads (Pure)
2016

Computationally efficient Bayesian learning of Gaussian process state space models

Svensson, A., Solin, A., Särkkä, S. & Schön, T. B., 2016, Proceedings of the Nineteenth International Conference on Artificial Intelligence and Statistics (AISTATS). p. 213–221 (Proceedings of Machine Learning Research; vol. 51).

Research output: Chapter in Book/Report/Conference proceedingConference contributionScientificpeer-review

Open Access
File
13 Downloads (Pure)