{ "id": 226315, "title": "🌿 ☘️ 🍀 Deep Learning + Plant Disease Classification Research Papers - Compilation", "url": "/competitions/plant-pathology-2021-fgvc8/discussion/226315", "author_name": "", "post_date": "2021-03-16T04:21:09.688882100Z", "votes": 26, "comment_count": 3, "views": 0, "content": "

This is a repost of my discussion thread in cassava here

\n

This is a compilation of research papers using Deep Learning on Plant disease Classification released from 2019 .

\n

RICE PLANT DISEASE CLASSIFICATION USING TRANSFER LEARNING OF DEEP CONVOLUTION NEURAL NETWORK
\nPdf : https://d-nb.info/1191898725/34

\n

\"\"

\n

Depthwise separable convolution architectures for plant disease classification
\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169918318696
\nArivx Link : https://arxiv.org/abs/1610.02357v3(Xception: Deep Learning with Depthwise Separable Convolutions)
\nPapers with Code : https://paperswithcode.com/method/depthwise-separable-convolution (Code snippet available)

\n

A comparative study of fine-tuning deep learning models for plant disease identification
\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169917313303
\nPdf File : http://download.eline.ba/downloads/PowerUpdate/too2018.pdf
\nRelated Paper : ToLeD: Tomato Leaf Disease Detection using Convolution Neural\nNetwork

\n

\"\"

\n

Plant disease identification using explainable 3D deep learning on hyperspectral images
\nOpen Access to Pdf : https://plantmethods.biomedcentral.com/articles/10.1186/s13007-019-0479-8

\n

Few-Shot Learning approach for plant disease classification using images taken in the field
\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169920302544
\nRelated Paper : Plant Leaves Classification: A Few-Shot Learning\nMethod Based on Siamese Network (pdf)

\n

\"\"

\n

Plant Disease Detection and Classification by Deep Learning
\nPdf : https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6918394/pdf/plants-08-00468.pdf

\n

Plant disease identification from individual lesions and spots using deep learning
\nRequires Access : https://www.sciencedirect.com/science/article/abs/pii/S1537511018307797
\nRelated Paper : Deep Learning for Classification and Severity Estimation of Coffee Leaf Biotic\nStress [Pdf can be accessed)

\n

\"\"

\n

Development and Validation of a Deep Learning Algorithm for the Recognition of Plant Disease
\nRequires Access : https://ieeexplore.ieee.org/abstract/document/8855497

\n

Hope you found it useful . If you find any interesting research papers outside this , do mention it in the comment , so I can include it in the post

", "messages": [ { "id": "1239846", "postDate": "03/16/2021 04:21:09", "content": "

This is a repost of my discussion thread in cassava here

\n

This is a compilation of research papers using Deep Learning on Plant disease Classification released from 2019 .

\n

RICE PLANT DISEASE CLASSIFICATION USING TRANSFER LEARNING OF DEEP CONVOLUTION NEURAL NETWORK
\nPdf : https://d-nb.info/1191898725/34

\n

\"\"

\n

Depthwise separable convolution architectures for plant disease classification
\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169918318696
\nArivx Link : https://arxiv.org/abs/1610.02357v3(Xception: Deep Learning with Depthwise Separable Convolutions)
\nPapers with Code : https://paperswithcode.com/method/depthwise-separable-convolution (Code snippet available)

\n

A comparative study of fine-tuning deep learning models for plant disease identification
\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169917313303
\nPdf File : http://download.eline.ba/downloads/PowerUpdate/too2018.pdf
\nRelated Paper : ToLeD: Tomato Leaf Disease Detection using Convolution Neural\nNetwork

\n

\"\"

\n

Plant disease identification using explainable 3D deep learning on hyperspectral images
\nOpen Access to Pdf : https://plantmethods.biomedcentral.com/articles/10.1186/s13007-019-0479-8

\n

Few-Shot Learning approach for plant disease classification using images taken in the field
\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169920302544
\nRelated Paper : Plant Leaves Classification: A Few-Shot Learning\nMethod Based on Siamese Network (pdf)

\n

\"\"

\n

Plant Disease Detection and Classification by Deep Learning
\nPdf : https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6918394/pdf/plants-08-00468.pdf

\n

Plant disease identification from individual lesions and spots using deep learning
\nRequires Access : https://www.sciencedirect.com/science/article/abs/pii/S1537511018307797
\nRelated Paper : Deep Learning for Classification and Severity Estimation of Coffee Leaf Biotic\nStress [Pdf can be accessed)

\n

\"\"

\n

Development and Validation of a Deep Learning Algorithm for the Recognition of Plant Disease
\nRequires Access : https://ieeexplore.ieee.org/abstract/document/8855497

\n

Hope you found it useful . If you find any interesting research papers outside this , do mention it in the comment , so I can include it in the post

", "rawMarkdown": "This is a repost of my discussion thread in cassava [here](https://www.kaggle.com/c/cassava-leaf-disease-classification/discussion/199692)\n\n\nThis is a compilation of research papers using Deep Learning on Plant disease Classification released from 2019 .\n\n**RICE PLANT DISEASE CLASSIFICATION USING TRANSFER LEARNING OF DEEP CONVOLUTION NEURAL NETWORK**\n**Pdf :** https://d-nb.info/1191898725/34\n\n![](https://drive.google.com/uc?id=1_jNbNfJFm3kj2vZRVYiZ6OQcTZxWw13A)\n\n**Depthwise separable convolution architectures for plant disease classification**\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169918318696\n**Arivx Link :** https://arxiv.org/abs/1610.02357v3(Xception: Deep Learning with Depthwise Separable Convolutions)\n**Papers with Code :** https://paperswithcode.com/method/depthwise-separable-convolution (Code snippet available)\n\n**A comparative study of fine-tuning deep learning models for plant disease identification**\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169917313303\n**Pdf File :** http://download.eline.ba/downloads/PowerUpdate/too2018.pdf\n**Related Paper :** [ToLeD: Tomato Leaf Disease Detection using Convolution Neural\nNetwork ](https://pdf.sciencedirectassets.com/280203/1-s2.0-S1877050920X00056/1-s2.0-S1877050920306906/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEJ7%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIHMeVO0DEW5Gmczc5WaNY2lOmeAnfEYDTOw9sNO0bAl0AiEA9CnFJmYGSoBD2smS8xaq0ylC0NFiyDL13Bb3uaUWedMqtAMIJxADGgwwNTkwMDM1NDY4NjUiDH4izhSIxZ7NP12IOyqRAyZ52BkWMV6bSESmvUX4cwMAxvS%2FIH9ED4XlXgfBgTBmOiS65s4DlB7zcmG6szEjFtLqDlavqvxkrIdHA6IoMoNYGSTSESHJtrqxh%2B6h37jGTphR2TuprLKS43bKIg8s6Okb8PziTsAbTAHzFlt4zuCRKmPUMPbzC7iKalEZJrz47OaxoyT2dET7A9B0tIF8OSzNsKkxVDmlljffTqTVowp4HEtnbwDkH67%2B9c7oihvzlJ7Xk1%2BL3vwaFvJyI8uYdTjKVUMhQBboCbDYYyrGRtMcvx8bO0KK3Bcr6phzAYcnq8FMuU3GYik8m3CkdTcZDlZuxgX%2FS7ibw64JZ%2BZe2mhfGN%2BhamZiSyKbsMN1%2Fk48vohUY8W5nMytuNh0cu8In2F5XtM4CMxUQaR0Bj5v2Q86nE0akGM13G019t97oAsKi8SkMD5obKN%2Bfsg0bNDZE%2BiUCS6P%2F2VN9ianE%2FHC0M%2Bc2uA83zR6WS4GPl1I7lMlqRln0gGqlzXBM6SIuPaF%2BW2p%2BdTMV%2FKZj%2FTRZDc0XI9cMMWcgv4FOusBViF6%2BXLMhYCY02s7dpDGzwW43Dd6fBphWszXtH0gyjbEr2NbKdCAt4Y0hsaH9lZ4iFkpIPao%2F1cY%2BvaZEl8xZATwXtOQ4WKI4gYdGU%2BIdSuRnGxdVikHW75o1PYFay8%2BF74VGbyjluqM%2BYfOJt0SLrhBGvuFProgUVX5VX8lgsEgF78FVNCiqTkhvohAp%2F0f%2BHhlDdJM9zZHBACYdxf7gYq83RsINqzqvxlK2BGOT%2FEYEKRzH4SYwWgAepYVGdh3B%2BqFizNapHB1I6OyqlKsTbhQeRmTKdS%2B3fXyz%2F9zMhS6R%2BJElhrHcpJSsQ%3D%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20201127T063839Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTY3SGCTRUK%2F20201127%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=0611ecf9916f803495781634c81fdc2169e4d19cb1e26f5fbab481f61562e9bb&hash=acbe0421396dd7cfb593a6d6c8f38a246ad6209a18b3250e35026eb1c5b0f5ad&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S1877050920306906&tid=spdf-6c321a18-77d7-4306-b1a6-47bf3bde9b85&sid=ec1f22041a79a74f7d98d5f0e3cb284d1b08gxrqb&type=client)\n\n![](https://drive.google.com/uc?id=1r-eS9Lt2kV3zdQbiK9tMs3oQGOhtHWZV)\n\n**Plant disease identification using explainable 3D deep learning on hyperspectral images**\n**Open Access to Pdf :** https://plantmethods.biomedcentral.com/articles/10.1186/s13007-019-0479-8\n\n**Few-Shot Learning approach for plant disease classification using images taken in the field**\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169920302544\n**Related Paper :** [Plant Leaves Classification: A Few-Shot Learning\nMethod Based on Siamese Network](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8869770) (pdf)\n\n\n![](https://drive.google.com/uc?id=1R6hSOTfO13J7BT8KyzIUNG3g8PFGzl-6)\n\n\n**Plant Disease Detection and Classification by Deep Learning**\n**Pdf :** https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6918394/pdf/plants-08-00468.pdf\n\n**Plant disease identification from individual lesions and spots using deep learning**\n**Requires Access :** https://www.sciencedirect.com/science/article/abs/pii/S1537511018307797\n**Related Paper :** [Deep Learning for Classification and Severity Estimation of Coffee Leaf Biotic\nStress](https://arxiv.org/pdf/1907.11561.pdf) [Pdf can be accessed)\n\n![](https://drive.google.com/uc?id=12hVd48HoST6jReqCFIvIPURSMFd7zjSx)\n\n**Development and Validation of a Deep Learning Algorithm for the Recognition of Plant Disease**\n**Requires Access :** https://ieeexplore.ieee.org/abstract/document/8855497\n\nHope you found it useful . If you find any interesting research papers outside this , do mention it in the comment , so I can include it in the post", "votes": null }, { "id": "1240226", "postDate": "03/16/2021 09:56:34", "content": "

Thank you so much @usharengaraju. Did a simple Tomato leaf disease prediction project after reading this. Keep rocking

", "rawMarkdown": "Thank you so much @usharengaraju. Did a simple Tomato leaf disease prediction project after reading this. Keep rocking", "votes": null }, { "id": "1244790", "postDate": "03/19/2021 08:24:36", "content": "

interesting

", "rawMarkdown": "interesting", "votes": null }, { "id": "3185743", "postDate": "04/23/2025 18:44:28", "content": "

Sir give me this project

", "rawMarkdown": "Sir give me this project", "votes": null } ], "comments": [ { "id": 1240226, "author_name": "thrineshduvvuru", "author_url": "", "post_date": "03/16/2021 09:56:34", "content": "

Thank you so much @usharengaraju. Did a simple Tomato leaf disease prediction project after reading this. Keep rocking

", "votes": null, "replies": [] }, { "id": 1244790, "author_name": "yasserhessein", "author_url": "", "post_date": "03/19/2021 08:24:36", "content": "

interesting

", "votes": null, "replies": [] }, { "id": 3185743, "author_name": "saalarabbasi", "author_url": "", "post_date": "04/23/2025 18:44:28", "content": "

Sir give me this project

", "votes": null, "replies": [] } ], "raw_markdown_by_id": { "1239846": "This is a repost of my discussion thread in cassava [here](https://www.kaggle.com/c/cassava-leaf-disease-classification/discussion/199692)\n\n\nThis is a compilation of research papers using Deep Learning on Plant disease Classification released from 2019 .\n\n**RICE PLANT DISEASE CLASSIFICATION USING TRANSFER LEARNING OF DEEP CONVOLUTION NEURAL NETWORK**\n**Pdf :** https://d-nb.info/1191898725/34\n\n![](https://drive.google.com/uc?id=1_jNbNfJFm3kj2vZRVYiZ6OQcTZxWw13A)\n\n**Depthwise separable convolution architectures for plant disease classification**\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169918318696\n**Arivx Link :** https://arxiv.org/abs/1610.02357v3(Xception: Deep Learning with Depthwise Separable Convolutions)\n**Papers with Code :** https://paperswithcode.com/method/depthwise-separable-convolution (Code snippet available)\n\n**A comparative study of fine-tuning deep learning models for plant disease identification**\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169917313303\n**Pdf File :** http://download.eline.ba/downloads/PowerUpdate/too2018.pdf\n**Related Paper :** [ToLeD: Tomato Leaf Disease Detection using Convolution Neural\nNetwork ](https://pdf.sciencedirectassets.com/280203/1-s2.0-S1877050920X00056/1-s2.0-S1877050920306906/main.pdf?X-Amz-Security-Token=IQoJb3JpZ2luX2VjEJ7%2F%2F%2F%2F%2F%2F%2F%2F%2F%2FwEaCXVzLWVhc3QtMSJHMEUCIHMeVO0DEW5Gmczc5WaNY2lOmeAnfEYDTOw9sNO0bAl0AiEA9CnFJmYGSoBD2smS8xaq0ylC0NFiyDL13Bb3uaUWedMqtAMIJxADGgwwNTkwMDM1NDY4NjUiDH4izhSIxZ7NP12IOyqRAyZ52BkWMV6bSESmvUX4cwMAxvS%2FIH9ED4XlXgfBgTBmOiS65s4DlB7zcmG6szEjFtLqDlavqvxkrIdHA6IoMoNYGSTSESHJtrqxh%2B6h37jGTphR2TuprLKS43bKIg8s6Okb8PziTsAbTAHzFlt4zuCRKmPUMPbzC7iKalEZJrz47OaxoyT2dET7A9B0tIF8OSzNsKkxVDmlljffTqTVowp4HEtnbwDkH67%2B9c7oihvzlJ7Xk1%2BL3vwaFvJyI8uYdTjKVUMhQBboCbDYYyrGRtMcvx8bO0KK3Bcr6phzAYcnq8FMuU3GYik8m3CkdTcZDlZuxgX%2FS7ibw64JZ%2BZe2mhfGN%2BhamZiSyKbsMN1%2Fk48vohUY8W5nMytuNh0cu8In2F5XtM4CMxUQaR0Bj5v2Q86nE0akGM13G019t97oAsKi8SkMD5obKN%2Bfsg0bNDZE%2BiUCS6P%2F2VN9ianE%2FHC0M%2Bc2uA83zR6WS4GPl1I7lMlqRln0gGqlzXBM6SIuPaF%2BW2p%2BdTMV%2FKZj%2FTRZDc0XI9cMMWcgv4FOusBViF6%2BXLMhYCY02s7dpDGzwW43Dd6fBphWszXtH0gyjbEr2NbKdCAt4Y0hsaH9lZ4iFkpIPao%2F1cY%2BvaZEl8xZATwXtOQ4WKI4gYdGU%2BIdSuRnGxdVikHW75o1PYFay8%2BF74VGbyjluqM%2BYfOJt0SLrhBGvuFProgUVX5VX8lgsEgF78FVNCiqTkhvohAp%2F0f%2BHhlDdJM9zZHBACYdxf7gYq83RsINqzqvxlK2BGOT%2FEYEKRzH4SYwWgAepYVGdh3B%2BqFizNapHB1I6OyqlKsTbhQeRmTKdS%2B3fXyz%2F9zMhS6R%2BJElhrHcpJSsQ%3D%3D&X-Amz-Algorithm=AWS4-HMAC-SHA256&X-Amz-Date=20201127T063839Z&X-Amz-SignedHeaders=host&X-Amz-Expires=300&X-Amz-Credential=ASIAQ3PHCVTY3SGCTRUK%2F20201127%2Fus-east-1%2Fs3%2Faws4_request&X-Amz-Signature=0611ecf9916f803495781634c81fdc2169e4d19cb1e26f5fbab481f61562e9bb&hash=acbe0421396dd7cfb593a6d6c8f38a246ad6209a18b3250e35026eb1c5b0f5ad&host=68042c943591013ac2b2430a89b270f6af2c76d8dfd086a07176afe7c76c2c61&pii=S1877050920306906&tid=spdf-6c321a18-77d7-4306-b1a6-47bf3bde9b85&sid=ec1f22041a79a74f7d98d5f0e3cb284d1b08gxrqb&type=client)\n\n![](https://drive.google.com/uc?id=1r-eS9Lt2kV3zdQbiK9tMs3oQGOhtHWZV)\n\n**Plant disease identification using explainable 3D deep learning on hyperspectral images**\n**Open Access to Pdf :** https://plantmethods.biomedcentral.com/articles/10.1186/s13007-019-0479-8\n\n**Few-Shot Learning approach for plant disease classification using images taken in the field**\nhttps://www.sciencedirect.com/science/article/abs/pii/S0168169920302544\n**Related Paper :** [Plant Leaves Classification: A Few-Shot Learning\nMethod Based on Siamese Network](https://ieeexplore.ieee.org/stamp/stamp.jsp?arnumber=8869770) (pdf)\n\n\n![](https://drive.google.com/uc?id=1R6hSOTfO13J7BT8KyzIUNG3g8PFGzl-6)\n\n\n**Plant Disease Detection and Classification by Deep Learning**\n**Pdf :** https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6918394/pdf/plants-08-00468.pdf\n\n**Plant disease identification from individual lesions and spots using deep learning**\n**Requires Access :** https://www.sciencedirect.com/science/article/abs/pii/S1537511018307797\n**Related Paper :** [Deep Learning for Classification and Severity Estimation of Coffee Leaf Biotic\nStress](https://arxiv.org/pdf/1907.11561.pdf) [Pdf can be accessed)\n\n![](https://drive.google.com/uc?id=12hVd48HoST6jReqCFIvIPURSMFd7zjSx)\n\n**Development and Validation of a Deep Learning Algorithm for the Recognition of Plant Disease**\n**Requires Access :** https://ieeexplore.ieee.org/abstract/document/8855497\n\nHope you found it useful . If you find any interesting research papers outside this , do mention it in the comment , so I can include it in the post", "1240226": "Thank you so much @usharengaraju. Did a simple Tomato leaf disease prediction project after reading this. Keep rocking", "1244790": "interesting", "3185743": "Sir give me this project" }, "source": "meta" }