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Journal ArticleDOI

Processing of laser scanner data-algorithms and applications

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TLDR
This paper presents some methods and algorithms concerning filtering for determining the ground surface, DEM, classification of buildings for 3D City Models and the detection of electrical power lines.
Abstract
Airborne laser scanning systems are opening new possibilities for surveys and documentation of difficult areas and objects, such as dense city areas, forest areas and electrical power lines. Laser scanner systems available on the market are presently in a fairly mature state of art while the processing of airborne laser scanner data still is in an early phase of development. To come from irregular 3D point clouds to useful representations and formats for an end-user requires continued research and development of methods and algorithms for interpretation and modelling. This paper presents some methods and algorithms concerning filtering for determining the ground surface, DEM, classification of buildings for 3D City Models and the detection of electrical power lines. The classification algorithms are based on the Minimum Description Length criterion. The use of reflectance data and multiple echoes from the laser scanner is examined and found to be useful in many applications.

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Citations
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Proceedings ArticleDOI

Image and depth from a conventional camera with a coded aperture

TL;DR: A simple modification to a conventional camera is proposed to insert a patterned occluder within the aperture of the camera lens, creating a coded aperture, and introduces a criterion for depth discriminability which is used to design the preferred aperture pattern.
Journal ArticleDOI

LiDAR remote sensing of forest structure

TL;DR: In this article, LiDAR data is used to estimate the canopy height of a single tree in a forest and to model the above-ground biomass and canopy volume of the forest.
Journal ArticleDOI

Experimental comparison of filter algorithms for bare-Earth extraction from airborne laser scanning point clouds

TL;DR: In general, filters that estimate local surfaces are found to perform best and should be directed towards the usage of additional data sources, segment-based classification, and self-diagnosis of filter algorithms.
Journal ArticleDOI

Gaussian decomposition and calibration of a novel small-footprint full-waveform digitising airborne laser scanner

TL;DR: In this article, the authors use a technique referred to as Gaussian decomposition for processing and calibrating data acquired with a novel small-footprint airborne laser scanner that digitises the complete waveform of the laser pulses scattered back from the Earth's surface.
Journal ArticleDOI

Review of methods of small-footprint airborne laser scanning for extracting forest inventory data in boreal forests

TL;DR: In this article, the methods of small-footprint airborne laser scanning for extracting forest inventory data, mainly in the boreal forest zone, are reviewed and some recommendations for future research are given to foster the methodology development.
References
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Journal ArticleDOI

A universal prior for integers and estimation by minimum description length

TL;DR: In this article, the minimum description length (MDL) criterion is used to estimate the total number of binary digits required to rewrite the observed data, when each observation is given with some precision.
Journal ArticleDOI

Determination of terrain models in wooded areas with airborne laser scanner data

TL;DR: In this article, the characteristics of laser scanning are compared to photogrammetry with reference to a big pilot project and the results are in accordance with the expectations, however, the geomorphologic quality of the contours, computed from a terrain model derived from laser scanning, needs to be improved.
Book ChapterDOI

Extracting Artificial Surface Objects from Airborne Laser Scanner Data

TL;DR: This paper describes an approach to automatically identify and extract artificial surface objects from the data of imaging laser altimeters, which makes use of both the 3D geometry and surface reflectance data which advanced imaging Laser altimeters are able to provide.
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