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

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Résumé

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.

langue originaleAnglais
titreICPRAM 2014 - Proceedings of the 3rd International Conference on Pattern Recognition Applications and Methods
EditeurSciTePress
Pages819-824
Nombre de pages6
ISBN (imprimé)9789897580185
Les DOIs
étatPublié - 1 janv. 2014
Modification externeOui
Evénement3rd International Conference on Pattern Recognition Applications and Methods, ICPRAM 2014 - Angers, Loire Valley, France
Durée: 6 mars 20148 mars 2014

Série de publications

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

Une conférence

Une conférence3rd International Conference on Pattern Recognition Applications and Methods, ICPRAM 2014
Pays/TerritoireFrance
La villeAngers, Loire Valley
période6/03/148/03/14

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