Concepedia

Jaccard Loss

Jaccard Loss is a loss function in machine learning that penalizes the dissimilarity between predicted and true sets by measuring the complement of the Jaccard index, defined as the ratio of the intersection to the union of the sets.

55

Publications

4.3K

Citations

218

Authors

97

Institutions

Publications per year

2017–2026

52

Variants

Intersection Over Union Loss

Parents

Publications

55

The Lovasz-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural Networks

Maxim Berman, Amal Rannen Triki, Matthew B. Blaschko · 2018 · 992 citations · Full text

, , +16

Automatic Skin Lesion Segmentation Using Deep Fully Convolutional Networks With Jaccard Distance

Yading Yuan, Ming Chao, Yeh‐Chi Lo · IEEE Transactions on Medical Imaging · 2017 · 689 citations

, , +16

Optimization for Medical Image Segmentation: Theory and Practice When Evaluating With Dice Score or Jaccard Index

Tom Eelbode, Jeroen Bertels, Maxim Berman et al. · IEEE Transactions on Medical Imaging · 2020 · 414 citations · Full text

, , +17

An End-to-End Multi-Task Deep Learning Framework for Skin Lesion Analysis

Lei Song, Jianzhe Lin, Z. Jane Wang et al. · IEEE Journal of Biomedical and Health Informatics · 2020 · 152 citations

, , +14

Improving Deep Pancreas Segmentation in CT and MRI Images via Recurrent Neural Contextual Learning and Direct Loss Function

Jinzheng Cai, Le Lü, Yuanpu Xie et al. · arXiv (Cornell University) · 2017 · 130 citations · Full text

, , +17

1–5 of 55

Authors

218

  1. MB
    Matthew B. Blaschko

    KU Leuven, Belgium

    5 publications · 1.5K citations

    5

    h-index

  2. MB
    Maxim Berman

    KU Leuven, Belgium

    5 publications · 1.5K citations

    5

    h-index

  3. AR
    Amal Rannen Triki

    KU Leuven, Belgium

    3 publications · 1K citations

    3

    h-index

  4. XX
    Xiao‐Liang Xie

    Chinese Academy of Sciences, China

    2 publications · 79 citations

    2

    h-index

  5. XZ
    Xiao-Hu Zhou

    Chinese Academy of Sciences, China

    2 publications · 79 citations

    2

    h-index

1–5 of 218

Institutions

97

  1. KU Leuven

    Leuven, Belgium

    3 h-index

    12 publications

    5.5K citations

  2. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    9 publications

    242 citations

  3. Poznań University of Technology

    Poznan, Poland

    2 h-index

    4 publications

    54 citations

  4. University College London

    London, United Kingdom

    2 h-index

    4 publications

    105 citations

  5. National University of Singapore

    Singapore, Singapore

    2 h-index

    3 publications

    59 citations

  6. Peking University

    Beijing, China

    2 h-index

    6 publications

    489 citations

  7. Shandong Institute of Automation

    Jinan, China

    2 h-index

    6 publications

    131 citations

  8. University of Chinese Academy of Sciences

    Beijing, China

    2 h-index

    6 publications

    379 citations

1–8 of 97

Venues

  1. arXiv (Cornell University)

    Repository · 9 publications · 367 citations

    9

    h-index

  2. IEEE Access

    4 publications · 132 citations

    4

    h-index

  3. IEEE Transactions on Medical Imaging

    2 publications · 1.1K citations

    2

    h-index

  4. 2

    h-index

  5. Medical Image Analysis

    1 publications · 21 citations

    1

    h-index

1–5