Concepedia

Machine Learning-based Segmentation

Machine Learning-Based Segmentation is a computational method that uses machine learning algorithms to automatically partition patient or volume data into distinct, meaningful subgroups or regions based on learned patterns from training data, distinguishing it from traditional rule-based or manual segmentation techniques.

320

Publications

18.7K

Citations

1.5K

Authors

668

Institutions

Publications per year

2017–2026

227

Parents

Publications

320

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

Ilastik: Interactive learning and segmentation toolkit

Christoph Sommer, Christoph Straehle, Ullrich Köthe et al. · 2011 · 1.2K citations

, , +13

A Dataset and a Technique for Generalized Nuclear Segmentation for Computational Pathology

Neeraj Kumar, Ruchika Verma, Sanuj Sharma et al. · IEEE Transactions on Medical Imaging · 2017 · 1.1K citations

, , +16

A novel kernelized fuzzy C-means algorithm with application in medical image segmentation

Daoqiang Zhang, Songcan Chen · Artificial Intelligence in Medicine · 2004 · 541 citations

, , +10

A Discriminatively Trained Fully Connected Conditional Random Field Model for Blood Vessel Segmentation in Fundus Images

José Ignacio Orlando, Elena Prokofyeva, Matthew B. Blaschko · IEEE Transactions on Biomedical Engineering · 2016 · 514 citations · Full text

, , +17

1–5 of 320

Authors

1.5K

  1. YZ
    Yefeng Zheng

    Tencent (China), China

    4 publications · 146 citations

    4

    h-index

  2. JW
    Jürgen Weitz

    Heidelberg University, Germany

    3 publications · 94 citations

    3

    h-index

  3. SL
    Stefan Leger

    University Hospital Carl Gustav Carus, Germany

    3 publications · 94 citations

    3

    h-index

  4. SB
    Sebastian Bodenstedt

    Heidelberg University, Germany

    3 publications · 94 citations

    3

    h-index

  5. SS
    Stefanie Speidel

    Heidelberg University, Germany

    3 publications · 94 citations

    3

    h-index

1–5 of 1.5K

Institutions

668

  1. Heidelberg University

    Heidelberg, Germany

    8 h-index

    32 publications

    6.4K citations

  2. Harvard University

    Cambridge, United States

    7 h-index

    14 publications

    4K citations

  3. University Hospital Heidelberg

    Heidelberg, Germany

    6 h-index

    19 publications

    684 citations

  4. University College London

    London, United Kingdom

    6 h-index

    27 publications

    2K citations

  5. Chinese Academy of Sciences

    Beijing, China

    6 h-index

    9 publications

    1.3K citations

  6. German Cancer Research Center

    Heidelberg, Germany

    5 h-index

    22 publications

    1.4K citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    11 publications

    624 citations

  8. Vellore Institute of Technology University

    Vellore, India

    5 h-index

    8 publications

    366 citations

1–8 of 668

Venues

  1. IEEE Transactions on Medical Imaging

    8 publications · 1.9K citations

    8

    h-index

  2. Medical Image Analysis

    6 publications · 508 citations

    7

    h-index

  3. Physics in Medicine and Biology

    6 publications · 314 citations

    6

    h-index

  4. Scientific Reports

    5 publications · 165 citations

    6

    h-index

  5. arXiv (Cornell University)

    Repository · 5 publications · 265 citations

    5

    h-index

1–5