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Sparse Algorithms for Markovian Gaussian Processes


Mar 19, 2021
William J. Wilkinson, Arno Solin, Vincent Adam

* Appearing in the 24th International Conference on Artificial Intelligence and Statistics (AISTATS) 2021 

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Novel View Synthesis via Depth-guided Skip Connections


Jan 05, 2021
Yuxin Hou, Arno Solin, Juho Kannala


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RealAnt: An Open-Source Low-Cost Quadruped for Research in Real-World Reinforcement Learning


Nov 05, 2020
Rinu Boney, Jussi Sainio, Mikko Kaivola, Arno Solin, Juho Kannala


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Stationary Activations for Uncertainty Calibration in Deep Learning


Oct 19, 2020
Lassi Meronen, Christabella Irwanto, Arno Solin

* To appear in Advances in Neural Information Processing Systems (NeurIPS 2020) 

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Movement-induced Priors for Deep Stereo


Oct 18, 2020
Yuxin Hou, Muhammad Kamran Janjua, Juho Kannala, Arno Solin


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Fast Variational Learning in State-Space Gaussian Process Models


Jul 17, 2020
Paul E. Chang, William J. Wilkinson, Mohammad Emtiyaz Khan, Arno Solin

* To appear in MLSP 2020 

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State Space Expectation Propagation: Efficient Inference Schemes for Temporal Gaussian Processes


Jul 12, 2020
William J. Wilkinson, Paul E. Chang, Michael Riis Andersen, Arno Solin

* Accepted to International Conference on Machine Learning (ICML) 2020 

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Movement Tracking by Optical Flow Assisted Inertial Navigation


Jun 24, 2020
Lassi Meronen, William J. Wilkinson, Arno Solin


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Deep Residual Mixture Models


Jun 22, 2020
Perttu Hämäläinen, Arno Solin


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Deep Automodulators


Dec 21, 2019
Ari Heljakka, Yuxin Hou, Juho Kannala, Arno Solin

* 19 pages, 15 figures 

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Gaussian Process Priors for View-Aware Inference


Dec 06, 2019
Yuxin Hou, Ari Heljakka, Arno Solin

* 15 pages, 10 figures 

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Scalable Exact Inference in Multi-Output Gaussian Processes


Nov 14, 2019
Wessel P. Bruinsma, Eric Perim, Will Tebbutt, J. Scott Hosking, Arno Solin, Richard E. Turner

* 19 pages, 9 figures, includes appendix 

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Iterative Path Reconstruction for Large-Scale Inertial Navigation on Smartphones


Jun 02, 2019
Santiago Cortés Reina, Yuxin Hou, Juho Kannala, Arno Solin

* To appear in Proceedings FUSION 2019 

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Multi-View Stereo by Temporal Nonparametric Fusion


Apr 12, 2019
Yuxin Hou, Juho Kannala, Arno Solin


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Towards Photographic Image Manipulation with Balanced Growing of Generative Autoencoders


Apr 12, 2019
Ari Heljakka, Arno Solin, Juho Kannala


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Know Your Boundaries: Constraining Gaussian Processes by Variational Harmonic Features


Apr 10, 2019
Arno Solin, Manon Kok

* Appearing in Proceedings of AISTATS 2019 

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


Apr 10, 2019
Yuxin Hou, Arno Solin, Juho Kannala


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End-to-End Probabilistic Inference for Nonstationary Audio Analysis


Mar 12, 2019
William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell, Arno Solin


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Infinite-Horizon Gaussian Processes


Nov 15, 2018
Arno Solin, James Hensman, Richard E. Turner

* To appear in Advances in Neural Information Processing Systems (NIPS 2018) 

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Unifying Probabilistic Models for Time-Frequency Analysis


Nov 12, 2018
William J. Wilkinson, Michael Riis Andersen, Joshua D. Reiss, Dan Stowell, Arno Solin


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Pioneer Networks: Progressively Growing Generative Autoencoder


Oct 09, 2018
Ari Heljakka, Arno Solin, Juho Kannala

* To appear in ACCV 2018 

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Deep Learning Based Speed Estimation for Constraining Strapdown Inertial Navigation on Smartphones


Aug 10, 2018
Santiago Cortés, Arno Solin, Juho Kannala

* To appear in IEEE International Workshop on Machine Learning for Signal Processing (MLSP) 2018 

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Recursive Chaining of Reversible Image-to-image Translators For Face Aging


Aug 06, 2018
Ari Heljakka, Arno Solin, Juho Kannala

* To appear in Advanced Concepts for Intelligent Vision Systems (ACIVS) 2018 

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ADVIO: An authentic dataset for visual-inertial odometry


Jul 25, 2018
Santiago Cortés, Arno Solin, Esa Rahtu, Juho Kannala

* To appear in European Conference on Computer Vision (ECCV) 

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State Space Gaussian Processes with Non-Gaussian Likelihood


Jul 05, 2018
Hannes Nickisch, Arno Solin, Alexander Grigorievskiy


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Scalable Magnetic Field SLAM in 3D Using Gaussian Process Maps


Jun 10, 2018
Manon Kok, Arno Solin

* 11 pages, 5 figures 

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