Concepedia

Image-based Lithology Classification

Image-Based Lithology Classification is a computational method that identifies and categorizes rock types from visual data by analyzing pixel-level features and spatial patterns in geological images through machine learning or deep learning techniques.

94

Publications

4K

Citations

337

Authors

139

Institutions

Publications per year

2017–2026

72

Parents

Publications

94

Formation lithology classification using scalable gradient boosted decision trees

Vikrant A. Dev, Mario R. Eden · Computers & Chemical Engineering · 2019 · 229 citations

, , +15

Lithological facies classification using deep convolutional neural network

Yadigar İmamverdiyev, Lyudmila Sukhostat · Journal of Petroleum Science and Engineering · 2018 · 206 citations

, , +13

Hard-rock tunnel lithology prediction with TBM construction big data using a global-attention-mechanism-based LSTM network

Zaobao Liu, Long Li, Xingli Fang et al. · Automation in Construction · 2021 · 196 citations

, , +15

Automated lithology classification from drill core images using convolutional neural networks

Fatimah Alzubaidi, Peyman Mostaghimi, Paweł Świętojański et al. · Journal of Petroleum Science and Engineering · 2020 · 175 citations

, , +16

Identifying organic-rich Marcellus Shale lithofacies by support vector machine classifier in the Appalachian basin

Guochang Wang, Timothy R. Carr, Yiwen Ju et al. · Computers & Geosciences · 2013 · 156 citations

, , +16

1–5 of 94

Authors

337

  1. CA
    Carlos A. Perez

    Mallinckrodt (United States), United States

    4 publications · 125 citations

    4

    h-index

  2. QR
    Quan Ren

    Hohai University, China

    4 publications · 204 citations

    4

    h-index

  3. MH
    Majid H. Tangestani

    Shiraz University, Iran

    4 publications · 97 citations

    4

    h-index

  4. HS
    Heng Shi

    Shandong Transportation Research Institute, China

    3 publications · 226 citations

    3

    h-index

  5. HZ
    Hongbing Zhang

    Hohai University, China

    3 publications · 127 citations

    3

    h-index

1–5 of 337

Institutions

139

  1. China University of Petroleum, Beijing

    Beijing, China

    6 h-index

    22 publications

    1.6K citations

  2. Hohai University

    Nanjing, China

    6 h-index

    26 publications

    1.5K citations

  3. University of Chile

    Santiago, Chile

    4 h-index

    18 publications

    600 citations

  4. China University of Geosciences

    Wuhan, China

    4 h-index

    18 publications

    524 citations

  5. Shiraz University

    Shiraz, Iran

    4 h-index

    8 publications

    194 citations

  6. Shandong University

    Jinan, China

    3 h-index

    11 publications

    1.1K citations

  7. Shandong Transportation Research Institute

    Jinan, China

    3 h-index

    5 publications

    272 citations

  8. China National Petroleum Corporation (China)

    Beijing, China

    3 h-index

    2 publications

    94 citations

1–8 of 139

Venues

  1. Journal of Petroleum Science and Engineering

    10 publications · 901 citations

    10

    h-index

  2. Journal of African Earth Sciences

    5 publications · 191 citations

    5

    h-index

  3. Geoenergy Science and Engineering

    4 publications · 121 citations

    4

    h-index

  4. Marine and Petroleum Geology

    2 publications · 41 citations

    3

    h-index

  5. 3

    h-index

1–5