预训练卷积神经网络技术在番茄叶病检测中的比较分析

Gaurikaa Kathpalia, Revika Anand, Arunima Jaiswal, Bhawna Narwal
{"title":"预训练卷积神经网络技术在番茄叶病检测中的比较分析","authors":"Gaurikaa Kathpalia, Revika Anand, Arunima Jaiswal, Bhawna Narwal","doi":"10.1109/AIST55798.2022.10064924","DOIUrl":null,"url":null,"abstract":"Tomato Crop is one of the most abundant and important crops found worldwide. Tomatoes can be found in every kitchen, irrespective of cuisine. Tomato crop production can be significantly affected due to plant diseases and inappropriate treatment. Therefore, it’s extremely important to detect plant diseases early and treat them appropriately. This paper compares the pre-trained deep learning models, specifically Convolutional Neural Networks. Approximately ten models have been used, out of which four have been analyzed that gave the most accuracy.","PeriodicalId":360351,"journal":{"name":"2022 4th International Conference on Artificial Intelligence and Speech Technology (AIST)","volume":"19 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2022-12-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Comparative analysis of pre-trained Convolution Neural Network Techniques for tomato leaf disease detection\",\"authors\":\"Gaurikaa Kathpalia, Revika Anand, Arunima Jaiswal, Bhawna Narwal\",\"doi\":\"10.1109/AIST55798.2022.10064924\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"Tomato Crop is one of the most abundant and important crops found worldwide. Tomatoes can be found in every kitchen, irrespective of cuisine. Tomato crop production can be significantly affected due to plant diseases and inappropriate treatment. Therefore, it’s extremely important to detect plant diseases early and treat them appropriately. This paper compares the pre-trained deep learning models, specifically Convolutional Neural Networks. Approximately ten models have been used, out of which four have been analyzed that gave the most accuracy.\",\"PeriodicalId\":360351,\"journal\":{\"name\":\"2022 4th International Conference on Artificial Intelligence and Speech Technology (AIST)\",\"volume\":\"19 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2022-12-09\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2022 4th International Conference on Artificial Intelligence and Speech Technology (AIST)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/AIST55798.2022.10064924\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2022 4th International Conference on Artificial Intelligence and Speech Technology (AIST)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/AIST55798.2022.10064924","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

番茄作物是世界上产量最丰富、最重要的作物之一。无论烹饪方式如何,每个厨房都可以找到西红柿。由于植物病害和处理不当,番茄产量会受到严重影响。因此,及早发现植物病害并进行适当的治疗显得尤为重要。本文比较了预训练的深度学习模型,特别是卷积神经网络。大约使用了10个模型,其中4个模型的分析结果最准确。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Comparative analysis of pre-trained Convolution Neural Network Techniques for tomato leaf disease detection
Tomato Crop is one of the most abundant and important crops found worldwide. Tomatoes can be found in every kitchen, irrespective of cuisine. Tomato crop production can be significantly affected due to plant diseases and inappropriate treatment. Therefore, it’s extremely important to detect plant diseases early and treat them appropriately. This paper compares the pre-trained deep learning models, specifically Convolutional Neural Networks. Approximately ten models have been used, out of which four have been analyzed that gave the most accuracy.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信