Concepedia

Robust Loss Functions

Robust Loss Functions is a class of loss functions in statistical learning and optimization that belongs to the broader category of objective functions used for model training, distinguished by its reduced sensitivity to outliers through the incorporation of mechanisms that downweight or bound the influence of large residuals.

778

Publications

55.5K

Citations

2K

Authors

692

Institutions

Publications per year

2017–2026

480

Parents

Publications

778

Deep Laplacian Pyramid Networks for Fast and Accurate Super-Resolution

Wei‐Sheng Lai, Jia‐Bin Huang, Narendra Ahuja et al. · 2017 · 3K citations

, , +13

What Uncertainties Do We Need in Bayesian Deep Learning for Computer Vision?

Alex Kendall, Yarin Gal · arXiv (Cornell University) · 2017 · 2.5K citations · Full text

, , +16

Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels

Zhilu Zhang, Mert R. Sabuncu · PubMed · 2018 · 1.5K citations · Full text

, , +16

BOOSTED TREES FOR ECOLOGICAL MODELING AND PREDICTION

Glenn De’ath · Ecology · 2007 · 1.3K citations

, , +13

Fast and Accurate Image Super-Resolution with Deep Laplacian Pyramid Networks

Wei‐Sheng Lai, Jia‐Bin Huang, Narendra Ahuja et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2018 · 949 citations

, , +14

1–5 of 778

Authors

2K

  1. FN
    Feiping Nie

    Northwestern Polytechnical University, China

    9 publications · 546 citations

    10

    h-index

  2. YT
    Yingjie Tian

    Chinese Academy of Sciences, China

    8 publications · 351 citations

    8

    h-index

  3. LY
    Liming Yang

    China Agricultural University, China

    7 publications · 149 citations

    7

    h-index

  4. SW
    Shiyuan Wang

    Southwest University, China

    6 publications · 290 citations

    6

    h-index

  5. XL
    Xuelong Li

    Northwestern Polytechnical University, China

    5 publications · 277 citations

    6

    h-index

1–5 of 2K

Institutions

692

  1. Chinese Academy of Sciences

    Beijing, China

    19 h-index

    57 publications

    4.5K citations

  2. Xi'an Jiaotong University

    Xi'an, China

    14 h-index

    38 publications

    3.1K citations

  3. University of Chinese Academy of Sciences

    Beijing, China

    14 h-index

    30 publications

    1.4K citations

  4. Tsinghua University

    Beijing, China

    13 h-index

    40 publications

    2.4K citations

  5. Hong Kong Polytechnic University

    Hong Kong, Hong Kong

    12 h-index

    22 publications

    952 citations

  6. China Agricultural University

    Beijing, China

    12 h-index

    32 publications

    807 citations

  7. Northwestern Polytechnical University

    Xi'an, China

    12 h-index

    24 publications

    1.5K citations

  8. Nanjing University of Science and Technology

    Nanjing, China

    11 h-index

    28 publications

    1.1K citations

1–8 of 692

Venues

  1. arXiv (Cornell University)

    Repository · 117 publications · 11.2K citations

    42

    h-index

  2. 17

    h-index

  3. Proceedings of the AAAI Conference on Artificial Intelligence

    Conference · 17 publications · 1.7K citations

    16

    h-index

  4. Neurocomputing

    14 publications · 1.3K citations

    14

    h-index

  5. Pattern Recognition

    12 publications · 739 citations

    12

    h-index

1–5