Subject Boundary Detection in Satellite tv for pc Imagery Utilizing the SAM2 Mannequin | by Mahyar Aboutalebi, Ph.D. ๐ŸŽ“ | 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. ๐ŸŒŸ Introduction
  2. ๐Ÿท๏ธ Phase Something Mannequin
  3. ๐Ÿš€ Setup Google Colab
  4. ๐Ÿ›ฐ๏ธ Load Clear Sentinel-2 Photos
  5. ๐ŸŒ Apply SAM2 on Sentinel-2 Photos
  6. ๐Ÿ“„ Conclusion
  7. ๐Ÿ“š References

๐ŸŒŸ 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, letโ€™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 youโ€™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? Thatโ€™s when the method turns into very time consumingโ€ฆ