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HSCNet++: Hierarchical Scene Coordinate Classification and Regression for Visual Localization with Transformer


May 05, 2023
Shuzhe Wang, Zakaria Laskar, Iaroslav Melekhov, Xiaotian Li, Yi Zhao, Giorgos Tolias, Juho Kannala

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Leveraging Road Area Semantic Segmentation with Auxiliary Steering Task


Dec 19, 2022
Jyri Maanpää, Iaroslav Melekhov, Josef Taher, Petri Manninen, Juha Hyyppä

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* 2021 21st International Conference on Image Analysis and Processing (ICIAP), 2022, pp 727-738 
* 11 pages, 4 figures (Supplementary material 6 pages, 3 figures). Author's accepted version of the contribution included in proceedings of the 21st International Conference on Image Analysis and Processing (ICIAP), 2022 

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Digging Into Self-Supervised Learning of Feature Descriptors


Oct 10, 2021
Iaroslav Melekhov, Zakaria Laskar, Xiaotian Li, Shuzhe Wang, Juho Kannala

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* Camera ready (3DV 2021) 

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Continual Learning for Image-Based Camera Localization


Aug 20, 2021
Shuzhe Wang, Zakaria Laskar, Iaroslav Melekhov, Xiaotian Li, Juho Kannala

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* ICCV 2021 

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Multimodal End-to-End Learning for Autonomous Steering in Adverse Road and Weather Conditions


Oct 28, 2020
Jyri Maanpää, Josef Taher, Petri Manninen, Leo Pakola, Iaroslav Melekhov, Juha Hyyppä

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* 8 pages, 8 figures, this is the camera ready version submitted to the 25th International Conference on Pattern Recognition (ICPR) 2020 

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Image Stylization for Robust Features


Aug 16, 2020
Iaroslav Melekhov, Gabriel J. Brostow, Juho Kannala, Daniyar Turmukhambetov

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* v1.1 

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KNEEL: Knee Anatomical Landmark Localization Using Hourglass Networks


Sep 06, 2019
Aleksei Tiulpin, Iaroslav Melekhov, Simo Saarakkala

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* Accepted for Publication at ICCV 2019 VRMI Workshop 

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Bayesian Feature Pyramid Networks for Automatic Multi-Label Segmentation of Chest X-rays and Assessment of Cardio-Thoratic Ratio


Aug 08, 2019
Roman Solovyev, Iaroslav Melekhov, Timo Lesonen, Elias Vaattovaara, Osmo Tervonen, Aleksei Tiulpin

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* Roman Solovyev and Iaroslav Melekhov contributed equally. Timo Lesonen and Elias Vaattovaara contributed equally 

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Geometric Image Correspondence Verification by Dense Pixel Matching


Apr 15, 2019
Zakaria Laskar, Iaroslav Melekhov, Hamed R. Tavakoli, Juha Ylioinas, Juho Kannala

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