Paris-rue-madame database: A 3D mobile laser scanner dataset for benchmarking urban detection, segmentation and classification methods

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper describes a publicly available 3D database from the rueMadame, a street in the 6th Parisian district. Data have been acquired by the Mobile Laser Scanning (MLS) system L3D2 and correspond to a 160 m long street section. Annotation has been carried out in a manually assisted way. An initial annotation is obtained using an automatic segmentation algorithm. Then, a manual refinement is done and a label is assigned to each segmented object. Finally, a class is also manually assigned to each object. Available classes include facades, ground, cars, motorcycles, pedestrians, traffic signs, among others. The result is a list of (X, Y, Z, reflectance, label, class) points. Our aim is to offer, to the scientific community, a 3D manually labeled dataset for detection, segmentation and classification benchmarking. With respect to other databases available in the state of the art, this dataset has been exhaustively annotated in order to include all available objects and to allow point-wise comparison.

Original languageEnglish
Title of host publicationICPRAM 2014 - Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods
PublisherSciTePress
Pages819-824
Number of pages6
ISBN (Print)9789897580185
DOIs
Publication statusPublished - 1 Jan 2014
Externally publishedYes
Event3rd International Conference on Pattern Recognition Applications and Methods, ICPRAM 2014 - Angers, Loire Valley, France
Duration: 6 Mar 20148 Mar 2014

Publication series

NameICPRAM 2014 - Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods

Conference

Conference3rd International Conference on Pattern Recognition Applications and Methods, ICPRAM 2014
Country/TerritoryFrance
CityAngers, Loire Valley
Period6/03/148/03/14

Keywords

  • 3D database
  • Classification
  • Mobile laser scanner
  • Point-wise evaluation
  • Segmentation
  • Urban analysis

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