Concepedia

Knowledge-based Classification

Knowledge-Based Classification is a knowledge-driven remote sensing image classification method that integrates prior expert knowledge, such as spectral, spatial, and contextual rules, to guide the categorization of land cover classes, distinguishing it from data-driven approaches that rely primarily on statistical pattern recognition.

256

Publications

16.8K

Citations

805

Authors

343

Institutions

Publications per year

2017–2026

58

Parents

Publications

256

A survey of image classification methods and techniques for improving classification performance

Dengsheng Lu, Qihao Weng · International Journal of Remote Sensing · 2007 · 3.4K citations

, , +16

Global land cover mapping at 30 m resolution: A POK-based operational approach

Jun Chen, Jun Chen, Jin Chen et al. · ISPRS Journal of Photogrammetry and Remote Sensing · 2014 · 2.1K citations · Full text

, , +17

Detection of roads and linear structures in low-resolution aerial imagery using a multisource knowledge integration technique

Martin A. Fischler, Jay M. Tenenbaum, H. C. Wolf · Computer Graphics and Image Processing · 1981 · 354 citations

, , +15

Segment Optimization and Data-Driven Thresholding for Knowledge-Based Landslide Detection by Object-Based Image Analysis

Tapas R. Martha, Norman Kerle, Victor Jetten et al. · IEEE Transactions on Geoscience and Remote Sensing · 2011 · 323 citations

, , +17

Ten-Year Landsat Classification of Deforestation and Forest Degradation in the Brazilian Amazon

Carlos Souza, João Victor Siqueira, Márcio Sales et al. · Remote Sensing · 2013 · 278 citations · Full text

, , +17

1–5 of 256

Authors

805

  1. AP
    Anne Puissant

    Laboratoire Image, Ville, Environnement, France

    4 publications · 210 citations

    4

    h-index

  2. PG
    Pierre Gançarski

    Université de Strasbourg, France

    4 publications · 210 citations

    4

    h-index

  3. JG
    Joydeep Ghosh

    The University of Texas at Austin, United States

    4 publications · 159 citations

    4

    h-index

  4. LM
    Luís M. Camarinha-Matos

    Universidade Nova de Lisboa, Portugal

    3 publications · 75 citations

    3

    h-index

  5. GF
    Germain Forestier

    Université de Haute-Alsace, France

    3 publications · 194 citations

    3

    h-index

1–5 of 805

Institutions

343

  1. Wuhan University

    Wuhan, China

    7 h-index

    16 publications

    1K citations

  2. Chinese Academy of Sciences

    Beijing, China

    7 h-index

    31 publications

    923 citations

  3. State Key Laboratory of Remote Sensing Science

    Beijing, China

    6 h-index

    13 publications

    335 citations

  4. UNSW Sydney

    Sydney, Australia

    5 h-index

    8 publications

    266 citations

  5. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    16 publications

    760 citations

  6. The University of Texas at Austin

    Austin, United States

    4 h-index

    8 publications

    318 citations

  7. University of Salzburg

    Salzburg, Austria

    4 h-index

    8 publications

    350 citations

  8. University of Twente

    Enschede, The Netherlands

    4 h-index

    10 publications

    1.7K citations

1–8 of 343

Venues

  1. International Journal of Remote Sensing

    22 publications · 4.3K citations

    19

    h-index

  2. 18

    h-index

  3. Remote Sensing

    13 publications · 702 citations

    13

    h-index

  4. IEEE Geoscience and Remote Sensing Letters

    GRSL · 5 publications · 235 citations

    5

    h-index

  5. 5

    h-index

1–5