Publications
NIBIOs employees contribute to several hundred scientific articles and research reports every year. You can browse or search in our collection which contains references and links to these publications as well as other research and dissemination activities. The collection is continously updated with new and historical material.
2019
Authors
Peter H.W. Biedermann Jörg Müller Jean-Claude Grégoire Axel Gruppe Jonas Hagge Almuth Hammerbacher Richard W. Hofstetter Dineshkumar Kandasamy Miroslav Kolarik Martin Kostovcik Paal Krokene Aurélien Sallé Diana L. Six Tabea Turrini Dan Vanderpool Michael J. Wingfield Claus BässlerAbstract
No abstract has been registered
Abstract
Advances in techniques for automated classification of point cloud data introduce great opportunities for many new and existing applications. However, with a limited number of labelled points, automated classification by a machine learning model is prone to overfitting and poor generalization. The present paper addresses this problem by inducing controlled noise (on a trained model) generated by invoking conditional random field similarity penalties using nearby features. The method is called Atrous XCRF and works by forcing a trained model to respect the similarity penalties provided by unlabeled data. In a benchmark study carried out using the ISPRS 3D labeling dataset, our technique achieves 85.0% in term of overall accuracy, and 71.1% in term of F1 score. The result is on par with the current best model for the benchmark dataset and has the highest value in term of F1 score. Additionally, transfer learning using the Bergen 2018 dataset, without model retraining, was also performed. Even though our proposal provides a consistent 3% improvement in term of accuracy, more work still needs to be done to alleviate the generalization problem on the domain adaptation and the transfer learning field.
Authors
Ed Suttie Christian Brischke Eva Frühwald Hansson Stefania Fortino Jakub Sandak Magdalena Kutnik Gry Alfredsen Christophe Lucas Rod StirlingAbstract
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Abstract
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Authors
Cornelya Klutsch Vetle Schwensen Lindgren Thrond Oddvar Haugen Natalia Polikarpova Paul Eric Aspholm Ida Marie Luna Fløystad Kristin Forfang Simo Maduna Tommi Nyman Hans Geir Eiken Per-Arne Amundsen Snorre HagenAbstract
No abstract has been registered
Authors
Paul Eric Aspholm Victoria Gonzalez Julia Schregel Siv Grethe Aarnes Cornelya Klutsch Anne WikanAbstract
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Abstract
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Abstract
No abstract has been registered
Authors
Cornelya Klutsch Vetle Schwensen Lindgren Simo Maduna Natalia Polikarpova Tommi Nyman Paul Eric Aspholm Kristin Forfang Per-Arne Amundsen Thrond Oddvar Haugen Hans Geir Eiken Snorre HagenAbstract
No abstract has been registered
Authors
Cornelya KlutschAbstract
No abstract has been registered