Deep Learning Approaches For Object Recognition In Plant Diseases A Review

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Deep Learning Approaches For Object Recognition In Plant Diseases A Review
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Author : Zimo Zhou
language : en
Publisher: OAE Publishing Inc.
Release Date : 2023-10-28
Deep Learning Approaches For Object Recognition In Plant Diseases A Review written by Zimo Zhou and has been published by OAE Publishing Inc. this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-28 with Computers categories.
Plant diseases pose a significant threat to the economic viability of agriculture and the normal functioning of trees in forests. Accurate detection and identification of plant diseases are crucial for smart agricultural and forestry management. Artificial intelligence has been successfully applied to agriculture in recent years. Many intelligent object recognition algorithms, specifically deep learning approaches, have been proposed to identify diseases in plant images. The goal is to reduce labor and improve detection efficiency. This article reviews the application of object detection methods for detecting common plant diseases, such as tomato, citrus, maize, and pine trees. It introduces various object detection models, ranging from basic to modern and sophisticated networks, and compares the innovative aspects and drawbacks of commonly used neural network models. Furthermore, the article discusses current challenges in plant disease detection and object detection methods and suggests promising directions for future work in learning-based plant disease detection systems.
Innovative Approaches To Agricultural Plant Disease Identification Integrating Deep Learning Into Traditional Methods
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Author : Yongliang Qiao
language : en
Publisher: Frontiers Media SA
Release Date : 2025-02-27
Innovative Approaches To Agricultural Plant Disease Identification Integrating Deep Learning Into Traditional Methods written by Yongliang Qiao and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-27 with Science categories.
Identifying and managing plant diseases is a critical aspect of agriculture, significantly impacting the economy and food security. The early detection and management of plant diseases are essential to maintain healthy crops, reduce plant damage, and ensure high yields and quality of agricultural products. The traditional approach involves visually observing symptoms and abnormal growth patterns, which is often limited by the subjectivity of human observation and labor costs. Nowadays, traditional manual inspection of plant diseases is being replaced by advanced techniques, such as sensing networks, machine vision, remote sensing, and robotics. Researchers and engineers have developed numerous plant disease identification techniques and automatic disease inspection systems over the last few decades.
Recent Advances In Big Data Machine And Deep Learning For Precision Agriculture
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Author : Muhammad Fazal Ijaz
language : en
Publisher: Frontiers Media SA
Release Date : 2024-02-19
Recent Advances In Big Data Machine And Deep Learning For Precision Agriculture written by Muhammad Fazal Ijaz and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-02-19 with Science categories.
Proceedings Of The Second International Conference On Information Management And Machine Intelligence
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Author : Dinesh Goyal
language : en
Publisher: Springer
Release Date : 2021-01-23
Proceedings Of The Second International Conference On Information Management And Machine Intelligence written by Dinesh Goyal and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-01-23 with Technology & Engineering categories.
This book features selected papers presented at Second International Conference on International Conference on Information Management & Machine Intelligence (ICIMMI 2020) held at Poornima Institute of Engineering & Technology, Jaipur, Rajasthan, India during 24 – 25 July 2020. It covers a range of topics, including data analytics; AI; machine and deep learning; information management, security, processing techniques and interpretation; applications of artificial intelligence in soft computing and pattern recognition; cloud-based applications for machine learning; application of IoT in power distribution systems; as well as wireless sensor networks and adaptive wireless communication.
Artificial Intelligence And Speech Technology
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Author : Arun Sharma
language : en
Publisher: Springer Nature
Release Date : 2025-05-29
Artificial Intelligence And Speech Technology written by Arun Sharma and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-29 with Computers categories.
This two-volume set, CCIS 2389 and CCIS 2390, constitutes selected papers presented at the 6th International Conference on Artificial Intelligence and Speech Technology, AIST 2024, held in Delhi, India, during November 13–14, 2024. The 40 full papers and 15 short papers presented in these proceedings were carefully reviewed and selected from 398 submissions.These papers focus on Speech Technology using AI and AI innovations for CV and NLP. They have been categorized under the following topical sections:- Part I : Trends and Applications in Speech Processing; Recent Trends in Speech and NLP; Emerging trends in Speech Processing; Advances in Computational Linguistics and NLP. Part II : Recent Trends in Machine Learning and Deep Learning; Analysis using Hybrid technologies with Artificial Intelligence; Exploring New Horizons in Computer Vision Research.
Proceedings Of The International Conference On Paradigms Of Computing Communication And Data Sciences
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Author : Rajendra Prasad Yadav
language : en
Publisher: Springer Nature
Release Date : 2023-02-23
Proceedings Of The International Conference On Paradigms Of Computing Communication And Data Sciences written by Rajendra Prasad Yadav and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-02-23 with Technology & Engineering categories.
This book gathers selected high-quality research papers presented at International Conference on Paradigms of Communication, Computing and Data Sciences (PCCDS 2022), held at Malaviya National Institute of Technology Jaipur, India, during 05 – 07 July 2022. It discusses high-quality and cutting-edge research in the areas of advanced computing, communications and data science techniques. The book is a collection of latest research articles in computation algorithm, communication and data sciences, intertwined with each other for efficiency.
Proceedings Of The International Conference On Recent Advancement And Modernization In Sustainable Intelligent Technologies Applications Ramsita 2025
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Author : Shilpa Bhalerao
language : en
Publisher: Springer Nature
Release Date : 2025-05-25
Proceedings Of The International Conference On Recent Advancement And Modernization In Sustainable Intelligent Technologies Applications Ramsita 2025 written by Shilpa Bhalerao and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-05-25 with Computers categories.
This is an open access book. The International Conference on Recent Advancement and Modernization in Sustainable Intelligent Technologies & Applications (RAMSITA – 2025) proudly stands as the pioneering international conference, in collaboration with Springer Nature. The conference serves as a premier platform uniting dynamic researchers, esteemed academicians and industry professionals to explore the latest advancements in sustainable intelligent technologies & applications. Our mission is to encourage sustainable and innovative solutions in the interdisciplinary field of science, engineering and technology. The conference promotes ethical technology development by providing vibrant hub where ideas converge and innovation flourishes, laying the groundwork for a more sustainable and intelligent future.
Advances In Cybernetics Cognition And Machine Learning For Communication Technologies
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Author : Vinit Kumar Gunjan
language : en
Publisher: Springer Nature
Release Date : 2020-04-28
Advances In Cybernetics Cognition And Machine Learning For Communication Technologies written by Vinit Kumar Gunjan and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-04-28 with Technology & Engineering categories.
This book highlights recent advances in Cybernetics, Machine Learning and Cognitive Science applied to Communications Engineering and Technologies, and presents high-quality research conducted by experts in this area. It provides a valuable reference guide for students, researchers and industry practitioners who want to keep abreast of the latest developments in this dynamic, exciting and interesting research field of communication engineering, driven by next-generation IT-enabled techniques. The book will also benefit practitioners whose work involves the development of communication systems using advanced cybernetics, data processing, swarm intelligence and cyber-physical systems; applied mathematicians; and developers of embedded and real-time systems. Moreover, it shares insights into applying concepts from Machine Learning, Cognitive Science, Cybernetics and other areas of artificial intelligence to wireless and mobile systems, control systems and biomedical engineering.
Deep Learning In Crop Diseases And Insect Pests
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Author : Rujing Wang
language : en
Publisher: Frontiers Media SA
Release Date : 2023-04-05
Deep Learning In Crop Diseases And Insect Pests written by Rujing Wang and has been published by Frontiers Media SA this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-04-05 with Science categories.
Intelligent Systems And Advanced Computing Sciences
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Author : Hani Hagras
language : en
Publisher: Springer Nature
Release Date : 2025-07-01
Intelligent Systems And Advanced Computing Sciences written by Hani Hagras and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-07-01 with Computers categories.
This book constitutes revised selected papers from the thoroughly refereed conference proceedings of the 4th International Conference on Intelligent Systems and Advanced Computing Sciences, ISACS 2023, which took place in Taza, Morocco, in October 26–27, 2023. The 30 full papers and 8 short papers presented in these proceedings were carefully reviewed and selected from 131 submissions. This conference focusing on all theoretical and practical aspects related to information technology and communications security.