Semi-automated extraction of rivers from digital imagery

被引:39
|
作者
Dillabaugh, CR [1 ]
Niemann, KO
Richardson, DE
机构
[1] Prolog Syst Ltd, Ottawa, ON, Canada
[2] Univ Victoria, Victoria, BC, Canada
[3] Canada Ctr Remote Sensing, Ottawa, ON K1A OY7, Canada
关键词
linear feature extraction; active contours; hydrographic mapping; automated feature extraction;
D O I
10.1023/A:1019718019825
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
The manual production of vector maps from digital imagery can be a time consuming and costly process. Developing tools to automate this task for specific features, such as roads, has become an important research topic. The purpose of this paper was to present a technique for the semi-automatic extraction of multiple pixel width river features appearing in high resolution satellite imagery. This was accomplished using a two stage, multi-resolution procedure. Initial river extraction was performed on low resolution (SPOT multi-spectral, 20 m) imagery. The results from this low resolution extraction were then refined on higher resolution (KFA1000, panchromatic, 5 m) imagery to produce a detailed outline of the channel banks. To perform low resolution extraction a cost surface was generated to represent the combined local evidence of the presence of a river feature. The local evidence of a river was evaluated based on the results of a number of simple operators. Then, with user specified start and end points for the network, rivers were extracted by performing a least cost path search across this surface using the A* algorithm. The low resolution results were transferred to the high resolution imagery as closed contours which provided an estimate of the channel banks. These contours were then fit to the channel banks using the dynamic contours (or snakes) technique.
引用
收藏
页码:263 / 284
页数:22
相关论文
共 50 条
  • [31] Technical Note: Semi-automated effective width extraction from time-lapse RGB imagery of a remote, braided Greenlandic river
    Gleason, C. J.
    Smith, L. C.
    Finnegan, D. C.
    LeWinter, A. L.
    Pitcher, L. H.
    Chu, V. W.
    HYDROLOGY AND EARTH SYSTEM SCIENCES, 2015, 19 (06) : 2963 - 2969
  • [32] Automated concept and relationship extraction for the semi-automated ontology management (SEAM) system
    Kristina Doing-Harris
    Yarden Livnat
    Stephane Meystre
    Journal of Biomedical Semantics, 6
  • [33] A semi-automated approach for extracting buildings from QuickBird imagery applied to informal settlement mapping
    Mayunga, S. D.
    Coleman, D. J.
    Zhang, Y.
    INTERNATIONAL JOURNAL OF REMOTE SENSING, 2007, 28 (10) : 2343 - 2357
  • [34] Automated concept and relationship extraction for the semi-automated ontology management (SEAM) system
    Doing-Harris, Kristina
    Livnat, Yarden
    Meystre, Stephane
    JOURNAL OF BIOMEDICAL SEMANTICS, 2015, 6
  • [35] Semi-Automated Extraction of the Distribution of Single Defects for nMOS Transistors
    Stampfer, Bernhard
    Schanovsky, Franz
    Grasser, Tibor
    Waltl, Michael
    MICROMACHINES, 2020, 11 (04)
  • [36] Using Semi-automated Term Extraction for IsiNdebele Health Terminology
    Malele, Nomsebenzi
    Bosch, Sonja
    LEXIKOS, 2024, 34 : 269 - 287
  • [37] SEMI-AUTOMATED MATHEMATICS
    GUARD, JR
    OGLESBY, FC
    BENNETT, JH
    SETTLE, LG
    JOURNAL OF THE ACM, 1969, 16 (01) : 49 - &
  • [38] A semi-automated digital microphotographic approach to measure meiofaunal biomass
    Baguley, JG
    Hyde, LJ
    Montagna, PA
    LIMNOLOGY AND OCEANOGRAPHY-METHODS, 2004, 2 : 181 - 190
  • [39] Semi-Automated Digital Human Production for Enhanced Media Broadcasting
    Martini, Miriana
    Valentini, Valeria
    Ciprian, Alberto
    Bottino, Andrea
    Iacoviello, Roberto
    Montagnuolo, Maurizio
    Messina, Alberto
    Strada, Francesco
    Zappia, Davide
    2024 IEEE GAMING, ENTERTAINMENT, AND MEDIA CONFERENCE, GEM 2024, 2024, : 203 - 208
  • [40] A Tool for Semi-Automated Extraction of Cotton Gin Energy Consumption from Power Data
    Donohoe, Sean P.
    Alege, Femi P.
    Thomas, Joe W.
    AGRIENGINEERING, 2023, 5 (03): : 1498 - 1529