NRES498/898: Computer Vision and Artificial Intelligence Applications in Plant Science

NRES498/898: Computer Vision and Artificial Intelligence Applications in Plant Science

Instructor(s): Sruti Das Choudhury

Offered: Spring 2022 Pre-session mini-course

Number of Credit Hours: 2

Cross-listings: None

Prerequisites: None

Description: Learn CV and AI techniques to apply in your own projects in any discipline!! Get a taste of data science and Matlab programming to create your own App!

Learning Outcomes/Course Objectives

  • A taxonomy of 2D and 3D phenotypes and CV techniques.
  • Basics of image processing techniques and understanding of image-based high throughput plant phenotyping computation framework.
  • AI techniques to characterize stresses and detection of important events in a plant’s life.
  • 3D model reconstruction of plants for 3D phenotyping.
  • Introduction to data visualization and statistical analysis tools: Tableau and Gretl.
  • Introducing software tools for RGB and hyperspectral image analysis and image segmentation techniques.