Covers: application of Plant Disease Detection
Estimated time needed to finish: 9 minutes
Questions this item addresses:
  • How do you create a plant disease detection application?
How to use this item?

Plant disease is one of the common problems that farmers have to deal with. In case of small farms, this can take out as much as 100% of the crop. In this capstone, an Image Classifer application is built that can detect the type of the plant and the potential disease that it might have using a deep learning architecture.

Watch this video to get a sense of why this problem is important to solve and how image processing can be used to tackle it.

Fail to play? Open the link directly: https://youtu.be/3aspxSRQjEI
Author(s) / creator(s) / reference(s)
Maryam Ayat, Yasamin Abbaszadegan, Irina Sedenko
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Leaf Doctor: Plant Disease Detection Using Image Classification

Contributors
Total time needed: ~2 hours
Objectives
Plant disease is one of the common problems that farmers have to deal with. In case of small farms, this can take out as much as 100% of the crop. In this capstone, an Image Classifer application is built that can detect the type of the plant and the potential disease that it might have using a deep learning architecture.
Potential Use Cases
Plant Disease Detection
Who is This For ?
INTERMEDIATEData Scientists, Machine Learning Engineers
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Resources5/9
WRITEUP 1. Introduction to Plant Disease Detection using Machine Learning
  • Why plant disease detection is important?
  • How to detect plant disease with machine learning?
5 minutes
PAPER 2. Plant Disease Detection Using Machine Learning
10 minutes
REPO 3. Detection of Plant Disease using PlantVillage Dataset
10 minutes
REPO 4. Leaf Doctor - Model Repo
  • How to implement a plant disease detection model?
20 minutes
REPO 5. Leaf Doctor - Deployment Repo
  • How to package and deploy models for plant disease detection?
20 minutes
PAPER 6. Applications of image processing in agriculture: a survey
10 minutes
PAPER 7. Mask R-CNN
  • What contributions does Mask R-CNN make?
  • How well does Mask R-CNN perform?
  • What is the theory behind how Mask R-CNN works?
30 minutes
OTHER 8. Convolutional Neural Network
  • What is a convolutional neural network?
10 minutes
VIDEO 9. Leaf Doctor - Demo Video
  • How do you create a plant disease detection application?
9 minutes
Performance Resources2/2
UPLOAD_PDF 1. PlantVillage Dataset Info
  • What data we used for this project?
5 minutes
UPLOAD_PDF 2. Plant Disease Detection Model Performance
  • How did our model perform?
5 minutes

Concepts Covered

Jiri Stodulka.
Cool stuff!!! I skimmed the RECIPE fast. What do you use MASK RCNN for? Is it leaf segmentation before you apply the disease classifier?