Concepedia

Unsupervised Learning For Segmentation

Unsupervised Learning for Segmentation is a machine learning approach that partitions data into distinct groups or regions based on inherent patterns and similarities without relying on labeled training examples, thereby distinguishing itself from supervised segmentation methods by eliminating the need for prior ground-truth annotations.

305

Publications

21.2K

Citations

885

Authors

396

Institutions

Publications per year

2017–2026

98

Parents

Publications

305

Trainable Weka Segmentation: a machine learning tool for microscopy pixel classification

Ignacio Arganda‐Carreras, Verena Kaynig, Curtis Rueden et al. · Bioinformatics · 2017 · 2.5K citations

, , +12

Image Segmentation Using K -means Clustering Algorithm and Subtractive Clustering Algorithm

Nameirakpam Dhanachandra, Khumanthem Manglem, Yambem Jina Chanu · Procedia Computer Science · 2015 · 1.1K citations · Full text

, , +10

Image segmentation evaluation: A survey of unsupervised methods

Hui Zhang, Jason E. Fritts, Sally A. Goldman · Computer Vision and Image Understanding · 2007 · 949 citations

, , +12

Invariant information clustering for unsupervised image classification and segmentation

Oxford University Research Archive (ORA) (University of Oxford) · 839 citations

, , +16

A comparison of neural network and fuzzy clustering techniques in segmenting magnetic resonance images of the brain

Lawrence Hall, A. Bensaid, Laurence P. Clarke et al. · IEEE Transactions on Neural Networks · 1992 · 584 citations

, , +17

1–5 of 305

Authors

885

  1. WP
    Wojciech Pieczynski

    Centre National de la Recherche Scientifique, France

    10 publications · 545 citations

    10

    h-index

  2. LH
    Lawrence Hall

    University of South Florida, United States

    5 publications · 644 citations

    5

    h-index

  3. LJ
    Licheng Jiao

    Xidian University, China

    5 publications · 224 citations

    5

    h-index

  4. JC
    James C. Bezdek

    University of West Florida, United States

    4 publications · 741 citations

    4

    h-index

  5. JL
    Jérôme Lapuyade‐Lahorgue

    Centre National de la Recherche Scientifique, France

    3 publications · 110 citations

    3

    h-index

1–5 of 885

Institutions

396

  1. Centre National de la Recherche Scientifique

    Paris, France

    12 h-index

    29 publications

    1.1K citations

  2. University of California, Berkeley

    Berkeley, United States

    7 h-index

    19 publications

    1.6K citations

  3. Xidian University

    Xi'an, China

    6 h-index

    25 publications

    888 citations

  4. University of South Florida

    Tampa, United States

    5 h-index

    20 publications

    3.1K citations

  5. Johns Hopkins University

    Baltimore, United States

    5 h-index

    12 publications

    691 citations

  6. Institut national de recherche en sciences et technologies du numérique

    Le Chesnay-Rocquencourt, France

    5 h-index

    9 publications

    1.2K citations

  7. International Computer Science Institute

    Berkeley, United States

    4 h-index

    8 publications

    321 citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    4 h-index

    5 publications

    196 citations

1–8 of 396

Venues

  1. Pattern Recognition

    14 publications · 1.4K citations

    14

    h-index

  2. arXiv (Cornell University)

    Repository · 11 publications · 406 citations

    11

    h-index

  3. Signal Processing

    7 publications · 252 citations

    7

    h-index

  4. IEEE Transactions on Image Processing

    7 publications · 690 citations

    7

    h-index

  5. Applied Soft Computing

    7 publications · 515 citations

    7

    h-index

1–5