Concepedia

Denoising Autoencoding

Denoising Autoencoding is a self-supervised learning framework that belongs to the class of autoencoding methods, distinguished by its objective of reconstructing clean input data from a corrupted version, thereby learning robust and informative latent representations through the task of noise reduction.

70

Publications

6.1K

Citations

253

Authors

99

Institutions

Publications per year

2017–2026

54

Variants

Denoising Autoencoder

Parents

Publications

70

Image Denoising and Inpainting with Deep Neural Networks

Junyuan Xie, Linli Xu, Enhong Chen · 2012 · 1.2K citations

, , +16

Contractive Auto-Encoders: Explicit Invariance During Feature Extraction

Salah Rifai, Pascal Vincent, Xavier Muller et al. · 2011 · 1.1K citations

, , +16

Stacked Convolutional Denoising Auto-Encoders for Feature Representation

Bo Du, Wei Xiong, Jia Wu et al. · IEEE Transactions on Cybernetics · 2016 · 421 citations

, , +16

Diffusion Autoencoders: Toward a Meaningful and Decodable Representation

Konpat Preechakul, Nattanat Chatthee, Suttisak Wizadwongsa et al. · 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) · 2022 · 285 citations

, , +9

What Regularized Auto-Encoders Learn from the Data Generating Distribution

Guillaume Alain, Yoshua Bengio · 2013 · 252 citations · Full text

, , +12

1–5 of 70

Authors

253

  1. YB
    Yoshua Bengio

    Université de Montréal, Canada

    7 publications · 1.8K citations

    7

    h-index

  2. QL
    Qiegen Liu

    Nanchang University, China

    4 publications · 159 citations

    4

    h-index

  3. SA
    Sungjin Ahn

    Mokpo National University, South Korea

    2 publications · 214 citations

    2

    h-index

  4. YT
    Yu Tsao

    Research Center for Information Technology Innovation, Academia Sinica, Taiwan

    2 publications · 54 citations

    2

    h-index

  5. CY
    Cheng Yu

    Research Center for Information Technology Innovation, Academia Sinica, Taiwan

    2 publications · 54 citations

    2

    h-index

1–5 of 253

Institutions

99

  1. Université de Montréal

    Montreal, Canada

    5 h-index

    17 publications

    7.2K citations

  2. Nanchang University

    Nanchang, China

    4 h-index

    14 publications

    522 citations

  3. Shenzhen Institutes of Advanced Technology

    Shenzhen, China

    4 h-index

    6 publications

    309 citations

  4. Wuhan University

    Wuhan, China

    3 h-index

    6 publications

    1.7K citations

  5. Shanghai Jiao Tong University

    Shanghai, China

    3 h-index

    4 publications

    99 citations

  6. Chinese Academy of Sciences

    Beijing, China

    3 h-index

    5 publications

    275 citations

  7. Research Center for Information Technology Innovation, Academia Sinica

    Taipei, Taiwan

    3 h-index

    9 publications

    287 citations

  8. University of Bern

    Bern, Switzerland

    2 h-index

    4 publications

    146 citations

1–8 of 99

Venues

  1. arXiv (Cornell University)

    Repository · 13 publications · 455 citations

    12

    h-index

  2. IEEE Transactions on Image Processing

    2 publications · 62 citations

    2

    h-index

  3. Neural Information Processing Systems

    Conference · 2 publications · 25 citations

    2

    h-index

  4. The Canadian Journal of Chemical Engineering

    1 publications · 35 citations

    1

    h-index

  5. 1

    h-index

1–5