Concepedia

Deep Learning-based Reconstruction

Deep Learning-Based Reconstruction is a magnetic resonance image reconstruction method that employs deep neural networks to learn the inverse mapping from undersampled or corrupted k-space data to high-quality images, distinguishing itself from traditional reconstruction techniques by leveraging data-driven feature representation and end-to-end optimization.

1.7K

Publications

112.5K

Citations

7.1K

Authors

1.5K

Institutions

Publications per year

2017–2026

1.6K

Parents

Publications

1.7K

Image Super-Resolution Using Deep Convolutional Networks

Chao Dong, Chen Change Loy, Kaiming He et al. · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2015 · 9.9K citations

, , +16

An Introduction to Deep Learning for the Physical Layer

Timothy J. O’Shea, Jakob Hoydis · IEEE Transactions on Cognitive Communications and Networking · 2017 · 2.9K citations

, , +17

Understanding deep image representations by inverting them

Aravindh Mahendran, Andrea Vedaldi · 2015 · 1.9K citations

, , +15

Learning a variational network for reconstruction of accelerated MRI data

Kerstin Hammernik, Teresa Klatzer, Erich Kobler et al. · Magnetic Resonance in Medicine · 2017 · 1.7K citations

, , +17

A Deep Cascade of Convolutional Neural Networks for Dynamic MR Image Reconstruction

Jo Schlemper, José Caballero, Joseph V. Hajnal et al. · IEEE Transactions on Medical Imaging · 2017 · 1.4K citations · Full text

, , +17

1–5 of 1.7K

Authors

7.1K

  1. XY
    Xin Yuan

    Westlake University, China

    18 publications · 1.5K citations

    15

    h-index

  2. DN
    Dominik Nickel

    Siemens Healthineers (Germany), Germany

    13 publications · 551 citations

    13

    h-index

  3. GW
    Ge Wang

    Rensselaer Polytechnic Institute, United States

    15 publications · 1.9K citations

    13

    h-index

  4. JM
    John M. Pauly

    Stanford University, United States

    12 publications · 972 citations

    11

    h-index

  5. JC
    Jong Chul Ye

    Korea Advanced Institute of Science and Technology, South Korea

    12 publications · 1.7K citations

    11

    h-index

1–5 of 7.1K

Institutions

1.5K

  1. Chinese Academy of Sciences

    Beijing, China

    31 h-index

    207 publications

    12.1K citations

  2. University of Chinese Academy of Sciences

    Beijing, China

    29 h-index

    116 publications

    7.7K citations

  3. Tsinghua University

    Beijing, China

    27 h-index

    142 publications

    8.3K citations

  4. Beijing Institute of Technology

    Beijing, China

    26 h-index

    102 publications

    6K citations

  5. Stanford University

    Stanford, United States

    24 h-index

    139 publications

    9.5K citations

  6. Harvard University

    Cambridge, United States

    23 h-index

    122 publications

    9.2K citations

  7. Zhejiang University

    Hangzhou, China

    23 h-index

    103 publications

    4K citations

  8. Shanghai Jiao Tong University

    Shanghai, China

    22 h-index

    122 publications

    4.9K citations

1–8 of 1.5K

Venues

  1. IEEE Transactions on Medical Imaging

    57 publications · 7.6K citations

    37

    h-index

  2. arXiv (Cornell University)

    Repository · 112 publications · 3.6K citations

    31

    h-index

  3. Optics Express

    58 publications · 2.8K citations

    30

    h-index

  4. European Radiology

    41 publications · 2.1K citations

    25

    h-index

  5. 25

    h-index

1–5