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Local Chapter project

Automatic Lake Encroachment Detection in Chennai using Machine Learning and Remote Sensing

Machine LearningRemote SensingSatellite ImageryDeep Learning / Computer VisionSemisupervised Learning
Start date
November 30, 2022
Finish date
January 1, 2023
Project status
completed
Automatic Lake Encroachment Detection in Chennai using Machine Learning and Remote Sensing

Challenge background

Water is a primary natural resource which is necessary for different objectives such as Forestry, Agriculture, Urbanization and other day to day demands as required for human needs. Adequate supply of pure water is a basic need for all humans yet it has been observed that millions people worldwide are deprived of this. This project is inspired by the water body reduction in the state, because of mismanaged Urbanization. This project will be an approach to solving the encroachment issues thereby addressing Urbanization Issues.

The problem

River Encroachment is the most Serious problem that has been going on and that will be serious issues such as flooding and shortage of water which has been used for Water Struggle.It will cause loss of lives and properties in the state, it is therefore important for this problem to be addressed to reduce damages and impact.The project emphasises to find the waterbody encroachment of Chennai District using Supervised and Computer Vision Techniques.

Goal of the project

  1. Collect open-source satellite images of specific rivers in Chennai
  2. Developing Water Based Indices
  3. Develop an automatic encroachment detection for certain rivers with machine learning
  4. Deployment using Streamlit

Project timeline

  1. 1

    Week 1

    Data Collection Water Indices Analysis

  2. 2

    Week 2

    Supervised Learning

  3. 3

    Week 3

    Computer Vision

  4. 4

    Week 4

    Deployment

What you'll learn

GIS, Satellite Imagery, Machine Learning

Get involved

What to expect from a Local Chapter project

First project

  • Welcomes beginners and experienced practitioners.
  • Focuses on education and collaborative delivery.
  • Produces open-source project work.

Benefits

  • Address a significant real-world problem with your skills.
  • Build your project portfolio.
  • Demonstrate your work to organizations and project partners.

Requirements

  • Working English communication.
  • A learning mindset.
  • Commitment to collaborative project work.