Multipass hierarchical stereo matching for generation of digital terrain models from aerial images |
| |
Authors: | Yi-Ping Hung Chu-Song Chen Kuan-Chung Hung Yong-Sheng Chen Chiou-Shann Fuh |
| |
Affiliation: | (1) Institute of Information Science, Academia Sinica, Nankang, Taipei, Taiwan; e-mail: hung@iis.sinica.edu.tw , TW;(2) Department of Computer Science and Information Engineering, National Taiwan University, Taipei, Taiwan , TW |
| |
Abstract: | This paper presents a new multi-pass hierarchical stereo-matching approach for generation of digital terrain models (DTMs)
from two overlapping aerial images. Our method consists of multiple passes which compute stereo matches with a coarse-to-fine
and sparse-to-dense paradigm. An image pyramid is generated and used in the hierarchical stereo matching. Within each pass,
the DTM is refined by using the image pyramid from the coarse to the fine level. At the coarsest level of the first pass,
a global stereo-matching technique, the intra-/inter-scanline matching method, is used to generate a good initial DTM for
the subsequent stereo matching. Thereafter, hierarchical block matching is applied to image locations where features are detected
to refine the DTM incrementally. In the first pass, only the feature points near salient edge segments are considered in block
matching. In the second pass, all the feature points are considered, and the DTM obtained from the first pass is used as the
initial condition for local searching. For the passes after the second pass, 3D interactive manual editing can be incorporated
into the automatic DTM refinement process whenever necessary. Experimental results have shown that our method can successfully
provide accurate DTM from aerial images. The success of our approach and system has also been demonstrated with a flight simulation
software.
Received: 4 November 1996 / Accepted: 20 October 1997 |
| |
Keywords: | :Computer vision – Stereo matching – Surface reconstruction – DTM generation – Interactive editing |
本文献已被 SpringerLink 等数据库收录! |
|