Concepedia

Deep Edge Detection

Deep Edge Detection is an academic concept referring to a class of computational methods in computer vision that leverage deep neural networks to automatically identify and localize semantic boundaries within images, distinguished from traditional edge detection by its reliance on hierarchical feature learning and end-to-end optimization.

198

Publications

18.3K

Citations

789

Authors

319

Institutions

Publications per year

2017–2026

178

Parents

Publications

198

Holistically-Nested Edge Detection

Saining Xie, Zhuowen Tu · 2015 · 3.1K citations

, , +16

A survey on deep learning techniques for image and video semantic segmentation

Alberto García-García, Sergio Orts‐Escolano, Sergiu Oprea et al. · Applied Soft Computing · 2018 · 1.5K citations

, , +13

Comparative analysis of image classification algorithms based on traditional machine learning and deep learning

Pin Wang, En Fan, Peng Wang · Pattern Recognition Letters · 2020 · 820 citations

, , +16

Comparison of deep convolutional neural networks and edge detectors for image-based crack detection in concrete

Sattar Dorafshan, Robert J. Thomas, Marc Maguire · Construction and Building Materials · 2018 · 741 citations · Full text

, , +16

Holistically-Nested Edge Detection

Saining Xie, Zhuowen Tu · International Journal of Computer Vision · 2017 · 727 citations

, , +16

1–5 of 198

Authors

789

  1. ÁD
    Ángel D. Sappa

    Computer Vision Center

    4 publications · 260 citations

    4

    h-index

  2. ZT
    Zhuowen Tu

    University of California, Los Angeles, United States

    3 publications · 4.2K citations

    3

    h-index

  3. XS
    Xavier Soria Poma

    Escuela Superior Politecnica del Litoral, Ecuador

    3 publications · 241 citations

    3

    h-index

  4. SX
    Saining Xie

    Meta (Israel), Israel

    3 publications · 4.2K citations

    3

    h-index

  5. LZ
    Le Zhang

    Agency for Science, Technology and Research, Singapore

    3 publications · 175 citations

    3

    h-index

1–5 of 789

Institutions

319

  1. Wuhan University

    Wuhan, China

    6 h-index

    25 publications

    1.6K citations

  2. Tsinghua University

    Beijing, China

    6 h-index

    13 publications

    331 citations

  3. Tianjin University

    Tianjin, China

    5 h-index

    11 publications

    329 citations

  4. State Key Laboratory of Information Engineering in Surveying Mapping and Remote Sensing

    Wuhan, China

    5 h-index

    20 publications

    1.3K citations

  5. University of Chinese Academy of Sciences

    Beijing, China

    5 h-index

    12 publications

    642 citations

  6. University of Electronic Science and Technology of China

    Chengdu, China

    4 h-index

    15 publications

    433 citations

  7. Dalian University of Technology

    Dalian, China

    4 h-index

    11 publications

    488 citations

  8. University of Pennsylvania

    Philadelphia, United States

    4 h-index

    6 publications

    1.2K citations

1–8 of 319

Venues

  1. arXiv (Cornell University)

    Repository · 12 publications · 624 citations

    12

    h-index

  2. Remote Sensing

    10 publications · 282 citations

    10

    h-index

  3. IEEE Access

    8 publications · 470 citations

    8

    h-index

  4. Neurocomputing

    5 publications · 157 citations

    5

    h-index

  5. IEEE Transactions on Image Processing

    5 publications · 389 citations

    5

    h-index

1–5