Sub-task9: Thermal image analysis for early disease detection - Githubissues

HydroTekFarm2023 / hydro-ai-usecases

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Sub-task9: Thermal image analysis for early disease detection #13

Open hydrotekfarm opened 3 years ago

hydrotekfarm commented 3 years ago

In GitLab by @nivedita2293 on Nov 3, 2020, 08:33

Overview/Problem Statement

Analysis of thermal images of plants like lettuce for early detection of any infections or diseases in the crop.

Requirements

[x] Analysis of thermal image using PlantCV.
[x] Finding the area infected with color hue present in the image.
[x] Identify the color, does it contain any red or yellow color.
[x] Once classified, find the area of each color.
[x] Find the intensity of each color.
[x] Build REST API Service
[ ] Make a secure API using certificates.
[x] Build a microservice using Docker
[x] Integrate with the google cloud
[x] Deploy a Kubernetes cluster

Differ to next release

[ ] Map the color and intensity with the type of disease.
[ ] Map the disease with the treatment.

Design and Implementation

TODO Task

[x] To download the Thermal images from GCP (Cloud Object Storage).
[x] Using PlantCV Algorithm detect if the plant is healthy or Unhealthy.
[x] The processed output should be displayed on the console in JSON format.
[x] Persist that result in MongoDB Collection.

Date - 24-Nov-20

[x] To check if the leaves have a yellow or red color.

References

The Application of Thermal Imaging to Biological Sciences https://spierssciencetalk.wordpress.com/2015/08/06/the-application-of-thermal-imaging-to-biological-sciences/
Thermal Image https://www.researchgate.net/figure/Thermal-images-of-healthy-cucumber-leaves-upper-and-leaves-inoculated-with-FOC-lower_fig3_232719555/
Color Identification in Images https://towardsdatascience.com/color-identification-in-images-machine-learning-application-b26e770c4c71

hydrotekfarm commented 3 years ago

marked the checklist item Analysis of thermal image using plantcv. as completed

hydrotekfarm commented 3 years ago

marked the checklist item Analysis of thermal image using plantcv. as incomplete

hydrotekfarm commented 3 years ago

marked the checklist item Finding the area infected with color hue present in the image. as completed

hydrotekfarm commented 3 years ago

marked the checklist item Finding the area infected with color hue present in the image. as incomplete

hydrotekfarm commented 3 years ago

marked the checklist item To check if the leaves have a yellow or red color. as completed

hydrotekfarm commented 3 years ago

marked the checklist item To check if the leaves have a yellow or red color. as incomplete

hydrotekfarm commented 3 years ago

In GitLab by @anshikasharma on Nov 27, 2020, 11:32

marked the checklist item To check if the leaves have a yellow or red color. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Analysis of thermal image using PlantCV. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Finding the area infected with color hue present in the image. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Identify the color, does it contain any red or yellow color. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Once classified, find the area of each color. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Find the intensity of each color. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Map the color and intensity with the type of disease. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Map the color and intensity with the type of disease. as incomplete

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:44

marked the checklist item Map the disease with the treatment. as completed

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:45

marked the checklist item Map the disease with the treatment. as incomplete

hydrotekfarm commented 3 years ago

In GitLab by @siddarthpatilgit on Jun 27, 2021, 17:51

marked the checklist item Using PlantCV Algorithm detect if the plant is healthy or Unhealthy. as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item Build REST API Service as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item Build a microservice using Docker as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item Deploy a Kubernetes cluster as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item Integrate with the google cloud as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item Make a secure API using certificates. as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item Make a secure API using certificates. as incomplete

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:14

marked the checklist item To download the Thermal images from GCP (Cloud Object Storage). as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:15

marked the checklist item The processed output should be displayed on the console in JSON format. as completed

hydrotekfarm commented 2 years ago

In GitLab by @siddarthpatilgit on Aug 3, 2021, 06:15

marked the checklist item Persist that result in MongoDB Collection. as completed