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Research Articles

Semantic annotation in earth observation based on active learning

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Pages 152-174 | Received 28 Jun 2013, Accepted 14 Oct 2013, Published online: 20 Nov 2013

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Mihai Datcu, Alexandru-Cosmin Grivei, Daniela Espinoza-Molina, Corneliu Octavian Dumitru, Christoph Reck, Vlad Manilici & Gottfried Schwarz. (2020) The digital Earth Observation Librarian: a data mining approach for large satellite images archives. Big Earth Data 4:3, pages 265-294.
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Guang Xu, Xuan Zhu & Nigel Tapper. (2020) Using convolutional neural networks incorporating hierarchical active learning for target-searching in large-scale remote sensing images. International Journal of Remote Sensing 41:11, pages 4057-4079.
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Articles from other publishers (16)

Mario Nadj, Merlin Knaeble, Maximilian Xiling Li & Alexander Maedche. (2020) Power to the Oracle? Design Principles for Interactive Labeling Systems in Machine Learning. KI - Künstliche Intelligenz 34:2, pages 131-142.
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Octavian Dumitru, Gabriel Dax, Gottfried Schwarz, Constantin Cazacu, Mihai Cristian Adamescu & Mihai Datcu. (2019) Accurate monitoring of the Danube Delta dynamics using Copernicus data. Accurate monitoring of the Danube Delta dynamics using Copernicus data.
Corneliu Octavian Dumitru, Gottfried Schwarz & Mihai Datcu. (2018) SAR Image Land Cover Datasets for Classification Benchmarking of Temporal Changes. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, pages 1-22.
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Yongfeng Cao, Linlin Xu & David Clausi. (2017) Exploring the Potential of Active Learning for Automatic Identification of Marine Oil Spills Using 10-Year (2004–2013) RADARSAT Data. Remote Sensing 9:10, pages 1041.
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Juanping Zhao, Weiwei Guo, Bin Liu, Zenghui Zhang, Wenxian Yu & Shiyong Cui. (2017) Preliminary exploration of SAR image land cover classification with noisy labels. Preliminary exploration of SAR image land cover classification with noisy labels.
Juanping Zhao, Weiwei Guo, Shiyong Cui, Zenghui Zhang & Wenxian Yu. (2016) Convolutional Neural Network for SAR image classification at patch level. Convolutional Neural Network for SAR image classification at patch level.
Corneliu Octavian Dumitru, Gottfried Schwarz & Mihai Datcu. (2016) Land Cover Semantic Annotation Derived from High-Resolution SAR Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 9:6, pages 2215-2232.
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Alexandru-Cosmin Grivei, Anamaria Radoi, Corina Vaduva & Mihai Datcu. (2016) An Active-Learning approach to the query by example retrieval in remote sensing images. An Active-Learning approach to the query by example retrieval in remote sensing images.
Wei Yao, Corneliu Octavian Dumitru, Otmar Loffeld & Mihai Datcu. (2016) Semi-supervised Hierarchical Clustering for Semantic SAR Image Annotation. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 9:5, pages 1993-2008.
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Shiyong Cui, Gottfried Schwarz & Mihai Datcu. (2015) Remote Sensing Image Classification: No Features, No Clustering. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8:11, pages 5158-5170.
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Shiyong Cui & Mihai Datcu. (2015) A comparison of Bag-of-Words method and normalized compression distance for satellite image retrieval. A comparison of Bag-of-Words method and normalized compression distance for satellite image retrieval.
Corneliu Octavian Dumitru, Shiyong Cui, Gottfried Schwarz & Mihai Datcu. (2015) Information Content of Very-High-Resolution SAR Images: Semantics, Geospatial Context, and Ontologies. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8:4, pages 1635-1650.
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Corneliu Octavian Dumitru, Shiyong Cui & Mihai Datcu. (2015) A study of multi-sensor satellite image indexing. A study of multi-sensor satellite image indexing.
Corneliu Octavian Dumitru, Shiyong Cui, Daniela Faur & Mihai Datcu. (2015) Data Analytics for Rapid Mapping: Case Study of a Flooding Event in Germany and the Tsunami in Japan Using Very High Resolution SAR Images. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing 8:1, pages 114-129.
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Shiyong Cui, Gottfried Schwarz & Mihai Datcu. (2014) A Comparative Study of Statistical Models for Multilook SAR Images. IEEE Geoscience and Remote Sensing Letters 11:10, pages 1752-1756.
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Corneliu Octavian Dumitru, Shiyong Cui & Mihai Datcu. (2014) Quantitative flood assessment: Case study of floods in Germany. Quantitative flood assessment: Case study of floods in Germany.

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