3d Reconstruction from Very High Resolution Satellite Stereo and Its Application to Object Identification
نویسنده
چکیده
New high-resolution satellite images such as those from IKONOS provide potentially useful information for the identification of individual surface objects such as trees and buildings compared with previous satellite image sources (e.g. SPOT, Landsat). However, the detailed structure of buildings and trees is still ambiguous for the application of existing machine vision algorithms, mainly due to the resolution limit, currently about 1 metre, the existence of strong shadows due to the large oblique angles and the local time of overpass. Other data sets such as Lidar, aerial photographs, GIS information and pre-existing DEMs, can be used to complement these IKONOS image drawbacks. In particular, owing to the current paucity of IKONOS stereo-pairs, it may be possible to utilise Lidar data as an alternative source of 3D information, where available. This hypothesis has been tested with a 1m pan sharpened multispectral image of East London using a geometrically corrected IKONOS image and coincident 2m Lidar data using a new algorithm which identifies regions of interest (ROIs) for landscape objects (such as trees & buildings). This new algorithm was developed using a Bald Earth Digital Terrain Model (DTM) derived from Lidar and NDVI derived from IKONOS. As a result, excellent building outlines and individual tree extents were detected. However, results shown here applied to an IKONOS stereoderived DEM indicate that the existing quality of such DEMs is not yet good enough for the detection of small objects.. A new processing system to refine IKONOS DEM quality is currently being developed and higher resolution satellite images (such as Quick-Bird) have recently appeared leading to the expectation that high resolution satellite based GIS construction may be realised in the near future.
منابع مشابه
3d City Modeling from High-resolution Satellite Images
High-resolution satellite images having a footprint smaller than 5 m are becoming increasingly available. A large number of the high resolution satellite sensors acquire imagery in a pushbroom mode with CCD linear array technology. The need for accurate 3D object reconstruction requires a sophisticated camera model, being able to deal with such sensor geometry. The software package SAT-PP (Sate...
متن کاملObject-Oriented Method for Automatic Extraction of Road from High Resolution Satellite Images
As the information carried in a high spatial resolution image is not represented by single pixels but by meaningful image objects, which include the association of multiple pixels and their mutual relations, the object based method has become one of the most commonly used strategies for the processing of high resolution imagery. This processing comprises two fundamental and critical steps towar...
متن کاملObject-Based Classification of UltraCamD Imagery for Identification of Tree Species in the Mixed Planted Forest
This study is a contribution to assess the high resolution digital aerial imagery for semi-automatic analysis of tree species identification. To maximize the benefit of such data, the object-based classification was conducted in a mixed forest plantation. Two subsets of an UltraCam D image were geometrically corrected using aero-triangulation method. Some appropriate transformations were perfor...
متن کاملSingle Camera Stereo System Using Prism and Mirrors
Stereo and 3D reconstruction are used by many applications such as object modeling, facial expression studies and human motion analysis. But synchronizing multiple high frame rate cameras require special hardware or sophisticated software solutions. In this paper, we propose a single camera stereo system by using a setup made of prism and mirrors. Our setup is cost effective, portable and can b...
متن کاملObject Level Strategy for Spectral Quality Assessment of High Resolution Pan-sharpen Images
Panchromatic and multi-spectral images produced by the remote sensing satellites are fused together to provide a multi-spectral image with a high spatial resolution at the same time. The spectral quality of the fused images is very important because the quality of a large number of remote sensing products depends on it. Due to the importance of the spectral quality of the fused images, its eval...
متن کامل