Subject Boundary Detection in Satellite tv for pc Imagery Utilizing the SAM2 Mannequin | by Mahyar Aboutalebi, Ph.D. πŸŽ“ | Nov, 2024

Step-by-Step Tutorial on Making use of Phase Something Mannequin Model 2 to Satellite tv for pc Imagery for Detecting and Exporting Subject Boundaries in Agricultural Areas

  1. 🌟 Introduction
  2. 🏷️ Phase Something Mannequin
  3. πŸš€ Setup Google Colab
  4. πŸ›°οΈ Load Clear Sentinel-2 Photos
  5. 🌍 Apply SAM2 on Sentinel-2 Photos
  6. πŸ“„ Conclusion
  7. πŸ“š References

🌟 Introduction

Manually drawing subject boundaries is without doubt one of the most time-consuming duties, and its accuracy is dependent upon the efficiency of the particular person doing it. Nevertheless, correct boundary detection has functions in lots of areas. For instance, let’s assume you need to prepare a machine studying algorithm to investigate the connection between vegetation indices from satellite tv for pc photographs and crop yields on a farm. The primary enter you’ll want is a shapefile of the farm, which generally must be drawn manually. Drawing one shapefile might solely take a couple of minutes, however what if that you must draw boundaries for 1,000 farms? That’s when the method turns into very time consuming…