Concepedia

Label Error Detection

Label Error Detection is a methodological construct in machine learning that identifies incorrect annotations within labeled datasets by distinguishing anomalous label assignments from ground-truth-consistent labels based on model predictions, data patterns, or auxiliary validation criteria.

45

Publications

1.7K

Citations

199

Authors

79

Institutions

Publications per year

2017–2026

27

Parents

Publications

45

Eliminating class noise in large datasets

Xingquan Zhu, Xindong Wu, Qijun Chen · 2003 · 241 citations

, , +15

Pervasive Label Errors in Test Sets Destabilize Machine Learning Benchmarks

Curtis G. Northcutt, Anish Athalye, Jonas Mueller · arXiv (Cornell University) · 2021 · 103 citations · Full text

, , +14

Density Peaks Clustering Based on Weighted Local Density Sequence and Nearest Neighbor Assignment

Donghua Yu, Guojun Liu, Maozu Guo et al. · IEEE Access · 2019 · 98 citations · Full text

, , +13

A Semi-Supervised Two-Stage Approach to Learning from Noisy Labels

Yifan Ding, Liqiang Wang, Deliang Fan et al. · 2018 · 98 citations · Full text

, , +16

Rethinking Reprojection: Closing the Loop for Pose-Aware Shape Reconstruction from a Single Image

Rui Zhu, Hamed Kiani Galoogahi, Chaoyang Wang et al. · 2017 · 96 citations

, , +14

1–5 of 45

Authors

199

  1. DG
    Donghai Guan

    Nanjing University of Aeronautics and Astronautics, China

    3 publications · 93 citations

    3

    h-index

  2. WY
    Weiwei Yuan

    Nanjing University of Aeronautics and Astronautics, China

    3 publications · 93 citations

    3

    h-index

  3. UR
    Umaa Rebbapragada

    Jet Propulsion Laboratory, United States

    2 publications · 28 citations

    2

    h-index

  4. CG
    Curtis G. Northcutt

    Massachusetts Institute of Technology, United States

    2 publications · 164 citations

    2

    h-index

  5. LW
    Liqiang Wang

    University of Central Florida, United States

    2 publications · 108 citations

    2

    h-index

1–5 of 199

Institutions

79

  1. University of Trento

    Trento, Italy

    3 h-index

    14 publications

    554 citations

  2. Jet Propulsion Laboratory

    Pasadena, United States

    2 h-index

    6 publications

    76 citations

  3. University of Birmingham

    Birmingham, United Kingdom

    2 h-index

    4 publications

    66 citations

  4. Nanjing University of Aeronautics and Astronautics

    Nanjing, China

    2 h-index

    5 publications

    106 citations

  5. Film Independent

    Los Angeles, United States

    2 h-index

    2 publications

    80 citations

  6. Kyung Hee University

    Seoul, South Korea

    2 h-index

    4 publications

    173 citations

  7. University of South Florida

    Tampa, United States

    2 h-index

    4 publications

    81 citations

  8. Jilin University

    Changchun, China

    2 h-index

    8 publications

    230 citations

1–8 of 79

Venues

  1. IEEE Access

    3 publications · 149 citations

    3

    h-index

  2. arXiv (Cornell University)

    Repository · 2 publications · 113 citations

    2

    h-index

  3. Bioinformatics

    2 publications · 107 citations

    2

    h-index

  4. Knowledge-Based Systems

    2 publications · 42 citations

    2

    h-index

  5. npj Computational Materials

    1 publications · 12 citations

    1

    h-index

1–5