Please use this identifier to cite or link to this item: https://hdl.handle.net/10356/100802
Title: Fusion of Velodyne and camera data for scene parsing
Authors: Zhao, Gangqiang
Xiao, Xuhong
Yuan, Junsong
Keywords: DRNTU::Engineering::Electrical and electronic engineering
Issue Date: 2012
Source: Zhao, G., Xiao, X., & Yuan, J. (2012). Fusion of Velodyne and Camera Data for Scene Parsing. 15th International Conference on Information Fusion (FUSION), pp.1172-1179.
Abstract: The fusion of information gathered from multiple sources is essential to build a comprehensive situation picture for autonomous ground vehicles. In this paper, an approach which performs scene classification and data fusion for 3D-LIDAR scanner (Velodyne HDL-64E) and video camera is described. A geometry segmentation algorithm is proposed for detection of obstacles and ground area from data collected by the Velodyne. In the meantime, the corresponding image collected by video camera is classified patch by patch into more detailed categories. The final situation picture is obtained by fusing the classification results of Velodyne data and that of images using the fuzzy logic inference framework. The proposed approach was evaluated with datasets collected by our autonomous ground vehicle testbed in the rural area. The fused results are more reliable and more completable than those provided by individual sensors.
URI: https://hdl.handle.net/10356/100802
http://hdl.handle.net/10220/17984
Rights: © 2012 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. The published version is available at: [http://ieeexplore.ieee.org/xpl/articleDetails.jsp?arnumber=6289941].
Fulltext Permission: open
Fulltext Availability: With Fulltext
Appears in Collections:EEE Conference Papers

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