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Precision pest management in agriculture using Inception V3 and EfficientNet B4:A deep learning approach for crop protection

Rakesh Kumar Ray Sujata Chakravarty Satyabrata Dash Asit Ghosh Sachi Nandan Mohanty Venkata Rami Reddy Chirra Sarra Ayouni M.Ijaz Khan

Information Processing in Agriculture2026，Vol.13Issue(1)：P.142-161,20.
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Information Processing in Agriculture2026，Vol.13Issue(1)：P.142-161,20.DOI:10.1016/j.inpa.2025.09.005

Precision pest management in agriculture using Inception V3 and EfficientNet B4:A deep learning approach for crop protection

Rakesh Kumar Ray 1Sujata Chakravarty 1Satyabrata Dash 2Asit Ghosh 1Sachi Nandan Mohanty 3Venkata Rami Reddy Chirra 4Sarra Ayouni 5M.Ijaz Khan6

作者信息

  • 1. Department of Computer Science&Engineering,Centurion University of Technology and Management,Jatni,Odisha,India
  • 2. Department of Computer Science and Engineering,GITAM Deemed to be University,Visakhapatnam,Andhra Pradesh,India
  • 3. School of Computer Science&Engineering(SCOPE),VIT-AP University,Amaravati,India Department of Computer Science and Engineering,Saveetha School of Engineering,Saveetha Institute of Medical and Technical Sciences,Saveetha University,Chennai,Tamil Nadu,India
  • 4. School of Computer Science&Engineering(SCOPE),VIT-AP University,Amaravati,India
  • 5. Department of Information Systems,College of Computer and Information Sciences,Princess Nourah bint Abdulrahman University,P.O.Box 84428,Riyadh 11671,Saudi Arabia
  • 6. Department of Mechanical Engineering,College of Engineering,Prince Mohammad Bin Fahd University,Al-Khobar,Saudi Arabia
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摘要

关键词

Agriculture/Pest detection/Sustainable agriculture/Inception V3/Efficient/Net B4/Transfer learning

分类

农业科技

引用本文复制引用

Rakesh Kumar Ray,Sujata Chakravarty,Satyabrata Dash,Asit Ghosh,Sachi Nandan Mohanty,Venkata Rami Reddy Chirra,Sarra Ayouni,M.Ijaz Khan..Precision pest management in agriculture using Inception V3 and EfficientNet B4:A deep learning approach for crop protection[J].Information Processing in Agriculture,2026,13(1):P.142-161,20.

基金项目

Princess Nourah bint Abdulrahman University Researchers Supporting Project number(PNURSP2026R896) （PNURSP2026R896）

Princess Nourah bint Abdulrahman University,Riyadh,Saudi Arabia. （）

Information Processing in Agriculture

2097-0153

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