Concepedia

Deep Learning Estimation

Deep Learning Estimation is a computational methodology within remote sensing that employs deep neural networks to automatically learn hierarchical features from high-dimensional data for the purpose of accurately predicting leaf area index, distinguishing itself from traditional empirical or shallow machine learning approaches through its capacity for end-to-end feature extraction and nonlinear modeling.

390

Publications

17.9K

Citations

1.8K

Authors

700

Institutions

Publications per year

2017–2026

379

Parents

Publications

390

Deep Count: Fruit Counting Based on Deep Simulated Learning

Maryam Rahnemoonfar, Clay Sheppard · Sensors · 2017 · 520 citations · Full text

, , +12

Using publicly available satellite imagery and deep learning to understand economic well-being in Africa

Christopher Yeh, Anthony Perez, Anne Driscoll et al. · Nature Communications · 2020 · 409 citations · Full text

, , +17

Deep Networks for Direction-of-Arrival Estimation in Low SNR

Mathini Sellathurai, Yonina C. Eldar · IEEE Transactions on Signal Processing · 2021 · 347 citations · Full text

, , +13

Development of the GLASS 250-m leaf area index product (version 6) from MODIS data using the bidirectional LSTM deep learning model

Han Ma, Shunlin Liang · Remote Sensing of Environment · 2022 · 309 citations · Full text

, , +15

Deep Learning-Based Channel Estimation for Doubly Selective Fading Channels

Yuwen Yang, Feifei Gao, Xiaoli Ma et al. · IEEE Access · 2019 · 283 citations · Full text

, , +16

1–5 of 390

Authors

1.8K

  1. JM
    Juncheng Ma

    Institute of Environment and Sustainable Development in Agriculture, China

    4 publications · 259 citations

    4

    h-index

  2. XL
    Xiaofeng Li

    Chinese Academy of Sciences, China

    5 publications · 222 citations

    4

    h-index

  3. AH
    Alf Harbitz

    Norwegian Institute of Marine Research, Norway

    3 publications · 84 citations

    3

    h-index

  4. SL
    Sophie Langer

    Technische Universität Darmstadt, Germany

    3 publications · 161 citations

    3

    h-index

  5. LZ
    Lingxian Zhang

    China Agricultural University, China

    3 publications · 236 citations

    3

    h-index

1–5 of 1.8K

Institutions

700

  1. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    53 publications

    1.8K citations

  2. The University of Tokyo

    Tokyo, Japan

    9 h-index

    19 publications

    877 citations

  3. Zhejiang University

    Hangzhou, China

    9 h-index

    29 publications

    850 citations

  4. University of Chinese Academy of Sciences

    Beijing, China

    7 h-index

    18 publications

    631 citations

  5. China Agricultural University

    Beijing, China

    6 h-index

    18 publications

    1.3K citations

  6. Chinese Academy of Agricultural Sciences

    Beijing, China

    6 h-index

    14 publications

    966 citations

  7. Centre National de la Recherche Scientifique

    Paris, France

    5 h-index

    9 publications

    274 citations

  8. University of Tehran

    Tehran, Iran

    5 h-index

    10 publications

    354 citations

1–8 of 700

Venues

  1. IEEE Access

    17 publications · 1K citations

    15

    h-index

  2. Sensors

    15 publications · 1.1K citations

    14

    h-index

  3. Remote Sensing

    15 publications · 907 citations

    14

    h-index

  4. arXiv (Cornell University)

    Repository · 11 publications · 358 citations

    11

    h-index

  5. Computers and Electronics in Agriculture

    9 publications · 545 citations

    9

    h-index

1–5