Concepedia

Segmentation Quality Metrics

Segmentation Quality Metrics is a formal evaluation framework used in image analysis and computer vision that quantifies the accuracy and consistency of image segmentation algorithms by comparing their output against ground truth labels through specific mathematical measures such as intersection-over-union, Dice coefficient, or boundary fidelity.

416

Publications

41.5K

Citations

1.7K

Authors

685

Institutions

Publications per year

2017–2026

170

Parents

Publications

416

A database of human segmented natural images and its application to evaluating segmentation algorithms and measuring ecological statistics

David Martín, Charless C. Fowlkes, Doron Tal et al. · 2002 · 8K citations

, , +15

Metrics for evaluating 3D medical image segmentation: analysis, selection, and tool

Abdel Aziz Taha, Allan Hanbury · BMC Medical Imaging · 2015 · 2.8K citations · Full text

, , +17

A Benchmark Dataset and Evaluation Methodology for Video Object Segmentation

Federico Perazzi, Jordi Pont-Tuset, Brian McWilliams et al. · 2016 · 2K citations

, , +12

Statistical validation of image segmentation quality based on a spatial overlap index1

Kelly H. Zou, Simon K. Warfield, Aditya Bharatha et al. · Academic Radiology · 2004 · 1.9K citations · Full text

, , +15

Comparison and Evaluation of Methods for Liver Segmentation From CT Datasets

T. Heimann, Bram van Ginneken, Martin Styner et al. · IEEE Transactions on Medical Imaging · 2009 · 1.1K citations

, , +16

1–5 of 416

Authors

1.7K

  1. JK
    Jayaram K. Udupa

    University of Pennsylvania, United States

    8 publications · 704 citations

    8

    h-index

  2. KW
    Kevin W. Bowyer

    University of Notre Dame, United States

    5 publications · 879 citations

    5

    h-index

  3. XJ
    Xiaoyi Jiang

    University of Münster, Germany

    5 publications · 987 citations

    5

    h-index

  4. AA
    Abdel Aziz Taha

    Research Studios Austria, Austria

    5 publications · 3K citations

    5

    h-index

  5. ED
    Elisa Drelie Gelasca

    École Polytechnique Fédérale de Lausanne, Switzerland

    5 publications · 254 citations

    5

    h-index

1–5 of 1.7K

Institutions

685

  1. Centre National de la Recherche Scientifique

    Paris, France

    12 h-index

    54 publications

    2.3K citations

  2. University of Pennsylvania

    Philadelphia, United States

    11 h-index

    21 publications

    1.4K citations

  3. Imperial College London

    London, United Kingdom

    9 h-index

    34 publications

    7.8K citations

  4. Carnegie Mellon University

    Pittsburgh, United States

    8 h-index

    20 publications

    1.8K citations

  5. University of Bern

    Bern, Switzerland

    7 h-index

    18 publications

    2.3K citations

  6. University of California, Santa Barbara

    Santa Barbara, United States

    7 h-index

    15 publications

    931 citations

  7. Heidelberg University

    Heidelberg, Germany

    7 h-index

    25 publications

    6.2K citations

  8. University of Toronto

    Toronto, Canada

    7 h-index

    16 publications

    2.8K citations

1–8 of 685

Venues

  1. arXiv (Cornell University)

    Repository · 17 publications · 464 citations

    14

    h-index

  2. 10

    h-index

  3. Medical Image Analysis

    9 publications · 488 citations

    9

    h-index

  4. IEEE Transactions on Image Processing

    9 publications · 533 citations

    9

    h-index

  5. IEEE Access

    9 publications · 374 citations

    9

    h-index

1–5