3D classification of crossroads from multiple aerial images using conditional random fields

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Authors

  • Sergey Kosov
  • Franz Rottensteiner
  • Christian Heipke
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Details

Original languageEnglish
Title of host publication2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012
Publication statusPublished - 2012
Event2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012 - Tsukuba Science City, Japan
Duration: 11 Nov 201211 Nov 2012

Publication series

Name2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012

Abstract

We apply Conditional Random Fields for the classification of scenes containing crossroads, using a simple appearance-based model in combination with a probabilistic model of the co-occurrence of class labels at neighbouring image sites. We use multiple overlap aerial images to derive a digital surface model and a true orthophoto without dynamic objects such as cars. An evaluation on an urban data set of aerial images delivers promising results.

ASJC Scopus subject areas

Cite this

3D classification of crossroads from multiple aerial images using conditional random fields. / Kosov, Sergey; Rottensteiner, Franz; Heipke, Christian.
2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012. 2012. 6398312 (2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012).

Research output: Chapter in book/report/conference proceedingConference contributionResearchpeer review

Kosov, S, Rottensteiner, F & Heipke, C 2012, 3D classification of crossroads from multiple aerial images using conditional random fields. in 2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012., 6398312, 2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012, 2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012, Tsukuba Science City, Japan, 11 Nov 2012. https://doi.org/10.1109/PPRS.2012.6398312
Kosov, S., Rottensteiner, F., & Heipke, C. (2012). 3D classification of crossroads from multiple aerial images using conditional random fields. In 2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012 Article 6398312 (2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012). https://doi.org/10.1109/PPRS.2012.6398312
Kosov S, Rottensteiner F, Heipke C. 3D classification of crossroads from multiple aerial images using conditional random fields. In 2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012. 2012. 6398312. (2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012). doi: 10.1109/PPRS.2012.6398312
Kosov, Sergey ; Rottensteiner, Franz ; Heipke, Christian. / 3D classification of crossroads from multiple aerial images using conditional random fields. 2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012. 2012. (2012 IAPR Workshop on Pattern Recognition in Remote Sensing, PRRS 2012).
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