Concepedia

Unsupervised Change Detection

Unsupervised Change Detection is a change detection paradigm that identifies significant alterations between temporal observations in the absence of labeled training data by leveraging intrinsic data structures and statistical disparities to distinguish change from background variation.

349

Publications

23K

Citations

840

Authors

336

Institutions

Publications per year

2017–2026

193

Parents

Publications

349

Automatic analysis of the difference image for unsupervised change detection

Lorenzo Bruzzone, D.F. Prieto · IEEE Transactions on Geoscience and Remote Sensing · 2000 · 1.3K citations

, , +15

Unsupervised Change Detection in Satellite Images Using Principal Component Analysis and $k$-Means Clustering

Turgay Çelik · IEEE Geoscience and Remote Sensing Letters · 2009 · 1.1K citations

, , +17

An unsupervised approach based on the generalized Gaussian model to automatic change detection in multitemporal SAR images

Yakoub Bazi, Lorenzo Bruzzone, Farid Melgani · IEEE Transactions on Geoscience and Remote Sensing · 2005 · 708 citations

, , +17

A Theoretical Framework for Unsupervised Change Detection Based on Change Vector Analysis in the Polar Domain

Francesca Bovolo, Lorenzo Bruzzone · IEEE Transactions on Geoscience and Remote Sensing · 2007 · 625 citations · Full text

, , +17

Change Detection in Synthetic Aperture Radar Images based on Image Fusion and Fuzzy Clustering

Maoguo Gong, Zhiqiang Zhou, Jingjing Ma · IEEE Transactions on Image Processing · 2011 · 557 citations

, , +16

1–5 of 349

Authors

840

  1. LB
    Lorenzo Bruzzone

    University of Trento, Italy

    44 publications · 6K citations

    29

    h-index

  2. FB
    Francesca Bovolo

    University of Trento, Italy

    29 publications · 3K citations

    19

    h-index

  3. MG
    Maoguo Gong

    Xidian University, China

    18 publications · 2.1K citations

    16

    h-index

  4. TÇ
    Turgay Çelik

    University of the Witwatersrand, South Africa

    12 publications · 2K citations

    12

    h-index

  5. LJ
    Licheng Jiao

    Xidian University, China

    12 publications · 519 citations

    11

    h-index

1–5 of 840

Institutions

336

  1. University of Trento

    Trento, Italy

    33 h-index

    82 publications

    11.4K citations

  2. Xidian University

    Xi'an, China

    28 h-index

    147 publications

    11.2K citations

  3. Wuhan University

    Wuhan, China

    20 h-index

    77 publications

    4.7K citations

  4. Fondazione Bruno Kessler

    Trento, Italy

    15 h-index

    35 publications

    2.4K citations

  5. University of Genoa

    Genoa, Italy

    13 h-index

    26 publications

    3.8K citations

  6. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    35 publications

    1.4K citations

  7. China University of Mining and Technology

    Xuzhou, China

    12 h-index

    34 publications

    1.1K citations

  8. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    11 h-index

    16 publications

    501 citations

1–8 of 336

Venues

  1. 42

    h-index

  2. IEEE Geoscience and Remote Sensing Letters

    GRSL · 42 publications · 3.7K citations

    28

    h-index

  3. 22

    h-index

  4. Remote Sensing

    22 publications · 923 citations

    17

    h-index

  5. International Journal of Remote Sensing

    19 publications · 815 citations

    16

    h-index

1–5