Concepedia

Perceptual Loss

Perceptual Loss is a type of loss function in deep learning that measures differences in high-level feature representations extracted from pretrained neural networks, rather than low-level pixel-wise differences, to better align with human visual perception in tasks such as image reconstruction.

468

Publications

62.7K

Citations

1.7K

Authors

531

Institutions

Publications per year

2017–2026

409

Parents

Publications

468

The Unreasonable Effectiveness of Deep Features as a Perceptual Metric

Richard Zhang, Phillip Isola, Alexei A. Efros et al. · 2018 · 12.4K citations

, , +14

Photo-Realistic Single Image Super-Resolution Using a Generative Adversarial Network

Christian Ledig, Lucas Theis, Ferenc Huszár et al. · 2017 · 12.3K citations

, , +14

Loss Functions for Image Restoration With Neural Networks

Hang Zhao, Orazio Gallo, Iuri Frosio et al. · IEEE Transactions on Computational Imaging · 2016 · 2.6K citations

, , +9

EnlightenGAN: Deep Light Enhancement Without Paired Supervision

Yifan Jiang, Xinyu Gong, Ding Liu et al. · IEEE Transactions on Image Processing · 2021 · 2.4K citations

, , +16

Palette: Image-to-Image Diffusion Models

Chitwan Saharia, William Chan, Huiwen Chang et al. · 2022 · 1.5K citations · Full text

, , +12

1–5 of 468

Authors

1.7K

  1. QC
    Qifeng Chen

    Hong Kong University of Science and Technology, Hong Kong SAR China

    7 publications · 725 citations

    7

    h-index

  2. RT
    Radu Timofte

    ETH Zurich, Switzerland

    6 publications · 1.1K citations

    6

    h-index

  3. CC
    Chen Change Loy

    Nanyang Technological University, Singapore

    6 publications · 1.6K citations

    6

    h-index

  4. IM
    Ilya Makarov

    National Research University Higher School of Economics, Russia

    6 publications · 170 citations

    6

    h-index

  5. LV
    Luc Van Gool

    ETH Zurich, Switzerland

    5 publications · 490 citations

    5

    h-index

1–5 of 1.7K

Institutions

531

  1. Chinese Academy of Sciences

    Beijing, China

    17 h-index

    69 publications

    3.4K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    15 h-index

    31 publications

    2.9K citations

  3. University of Science and Technology of China

    Hefei, China

    11 h-index

    30 publications

    1.1K citations

  4. Wuhan University

    Wuhan, China

    10 h-index

    39 publications

    1.3K citations

  5. Hefei University of Technology

    Hefei, China

    9 h-index

    27 publications

    1.2K citations

  6. Toronto Metropolitan University

    Toronto, Canada

    8 h-index

    14 publications

    899 citations

  7. Beijing University of Posts and Telecommunications

    Beijing, China

    8 h-index

    21 publications

    567 citations

  8. Zhejiang University

    Hangzhou, China

    8 h-index

    34 publications

    1.7K citations

1–8 of 531

Venues

  1. arXiv (Cornell University)

    Repository · 61 publications · 7.6K citations

    29

    h-index

  2. IEEE Transactions on Image Processing

    17 publications · 3.9K citations

    17

    h-index

  3. 14

    h-index

  4. IEEE Access

    19 publications · 386 citations

    14

    h-index

  5. Remote Sensing

    7 publications · 302 citations

    7

    h-index

1–5