Concepedia

Machine Learning Crop Classification

Machine Learning Crop Classification is a computational methodology that employs machine learning algorithms to categorize crops in agricultural landscapes based on remotely sensed data, distinguishing itself from traditional classification techniques through its capacity to autonomously learn and adapt discriminative patterns from large, complex datasets.

585

Publications

32.5K

Citations

2.3K

Authors

801

Institutions

Publications per year

2017–2026

506

Parents

Publications

585

Classifying Crop Leaf Diseases using Different Deep Learning Models with Transfer Learning

Lakshin Pathak, Mili Virani, Drashti Kansara · International Journal of Innovative Science and Research Technology (IJISRT) · 2024 · 960 citations · Full text

, , +14

Impact of dataset size and variety on the effectiveness of deep learning and transfer learning for plant disease classification

Jayme Garcia Arnal Barbedo · Computers and Electronics in Agriculture · 2018 · 690 citations

, , +11

A high-performance and in-season classification system of field-level crop types using time-series Landsat data and a machine learning approach

Yaping Cai, Kaiyu Guan, Jian Peng et al. · Remote Sensing of Environment · 2018 · 527 citations

, , +17

Current and future applications of statistical machine learning algorithms for agricultural machine vision systems

Tanzeel U. Rehman, Md Sultan Mahmud, Young Chang et al. · Computers and Electronics in Agriculture · 2018 · 410 citations

, , +16

3D Convolutional Neural Networks for Crop Classification with Multi-Temporal Remote Sensing Images

Shunping Ji, Chi Zhang, Anjian Xu et al. · Remote Sensing · 2018 · 393 citations · Full text

, , +15

1–5 of 585

Authors

2.3K

  1. MK
    Murat Köklü

    Selçuk University, Türkiye

    7 publications · 562 citations

    7

    h-index

  2. NK
    Nataliia Kussul

    Space Research Institute, Ukraine

    6 publications · 285 citations

    6

    h-index

  3. AY
    Ali Yaşar

    Selçuk University, Türkiye

    5 publications · 127 citations

    5

    h-index

  4. VK
    Vinay Kukreja

    Chitkara University, India

    5 publications · 428 citations

    5

    h-index

  5. LD
    Liping Di

    George Mason University, United States

    5 publications · 384 citations

    5

    h-index

1–5 of 2.3K

Institutions

801

  1. Chitkara University

    Chandigarh, India

    14 h-index

    32 publications

    1.5K citations

  2. Chinese Academy of Sciences

    Beijing, China

    13 h-index

    40 publications

    2.4K citations

  3. Ministry of Agriculture and Rural Affairs

    Beijing, China

    12 h-index

    53 publications

    2.3K citations

  4. China Agricultural University

    Beijing, China

    12 h-index

    50 publications

    3.3K citations

  5. Vellore Institute of Technology University

    Vellore, India

    9 h-index

    19 publications

    879 citations

  6. Nanjing Agricultural University

    Nanjing, China

    7 h-index

    57 publications

    1.5K citations

  7. SRM Institute of Science and Technology

    Chennai, India

    7 h-index

    11 publications

    447 citations

  8. Chinese Academy of Agricultural Sciences

    Beijing, China

    7 h-index

    16 publications

    1.1K citations

1–8 of 801

Venues

  1. Computers and Electronics in Agriculture

    36 publications · 4.3K citations

    31

    h-index

  2. Remote Sensing

    21 publications · 1.2K citations

    18

    h-index

  3. Multimedia Tools and Applications

    16 publications · 696 citations

    14

    h-index

  4. International Journal of Remote Sensing

    11 publications · 684 citations

    11

    h-index

  5. Agronomy

    11 publications · 706 citations

    10

    h-index

1–5