3D Reconstruction for Road Scene with Obstacle Detection Feedback

计算机视觉 兰萨克 障碍物 人工智能 计算机科学 三维重建 消失点 高级驾驶员辅助系统 对象(语法) 目标检测 点云 图像(数学) 地理 分割 考古
作者
Huanbing Gao,Lei Liu,Ya Tian,Shouyin Lu
出处
期刊:International Journal of Pattern Recognition and Artificial Intelligence [World Scientific]
卷期号:32 (12): 1855021-1855021 被引量:4
标识
DOI:10.1142/s0218001418550212
摘要

This paper presented 3D reconstruction method for road scene with the help of obstacle detection. 3D reconstruction for road scene can be used in autonomous driving, driver assistance system, car navigation systems. However, some errors often rose when 3D reconstructing due to the shade from the moving object in the road scene. The presented 3D reconstruction method with obstacle detection feedback can avoid this problem. Firstly, this paper offers a framework for the 3D reconstruction of road scene by laser scanning and vision. A calibration method based on the location of horizon is proposed, and a method of attitude angle measuring based on vanishing point is proposed to revise the 3D reconstruction result. Secondly, the reconstruction framework is extended by integrating with an object recognition that can automatically detect and discriminate obstacles in the input video streams by a RANSAC approach and threshold filter, and localizes them in the 3D model. 3D reconstruction and obstacle detection are tightly integrated and benefit from each other. The experiment result verified the feasibility and practicability of the proposed method.
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