Overall design flow and tasks for plant disease detection and treatment.

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In GitLab by @nivedita2293 on Sep 19, 2020, 15:42

Line item(epic)

1. Disease identification and detection

Problem Statement -

sub-task1: Identification(Disease identification)

1. Identifying different defects in a plant/ leaf-like spots, holes, curling of leaf etc. (check if background needs to be blurred)
2. Identifying the infection in Fruits.
3. Identifying the infection in Flower and if dried (it's not disease)
4. Detect the false alarm to separate them.
5. Calculate the area infected.

sub-task2: Disease detection (Classification)

1. Once infected leaf/flower/Fruit is identified, we will further classify them to find a particular disease.
2. According to the disease, find the reason associated.

sub-task3: Disease solution

1. Provide the disease overview (what caused this infection)
2. Provide the treatments for the infection.
3. If requires fertilizers (suggest nearest or online portal)(data of particular area)

Sub-task4: Plant growth

1. Check the height and width of the plant.
2. Calculate the area.

Sub-task5: Finding the data

1.getting corpse data for classifying different disease and treatments.

2. collection details of the nearest store

Sub-task6: Finding the data - 2

1. Collect plant leaf data using google API (Beautifulsoup)
2. Classify data into disease or not before storing into the cloud (classification algorithm)

[Sub-task7: Identification of disease during germination stage]()

1. If the seed is growing properly
2. Is there any disease on the seed/initial leafs

Sub-task8: Integration and Testing

1. Integration testing
2. Performance testing
3. Stress Testing

Sub-task9: Thermal image analysis for early disease detection

1. Analysis of thermal image using plantcv
2. finding the area infected with colour hue present in the image

Solution:

4. Check the recurrence of the infected leaf (like having a threshold of 100 occurrences) then send a notification to the user with picture and percentage infected area.

Technology

• OpenCV
• PlantCv
• CNN (already built model)

Task Division:

Nivedita - Classification and gathering the corpse. Omkar - Shivam - Satya - Plant growth TBD -

To do:

1. Post a question to plantCV, do they support flower and fruits also. (Plans)

[hydrotekfarm]

In GitLab by @nivedita2293 on Sep 19, 2020, 15:42

changed due date to December 31, 2020

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In GitLab by @nivedita2293 on Sep 19, 2020, 15:45

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In GitLab by @nivedita2293 on Nov 2, 2020, 15:18

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In GitLab by @nivedita2293 on Nov 10, 2020, 17:08

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In GitLab by @nivedita2293 on Nov 10, 2020, 17:08

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In GitLab by @nivedita2293 on Nov 10, 2020, 17:16

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