GrainSight

Description

GrainSight is a user-friendly application designed for petrographers and microscopists, allowing real-time segmentation and analysis of grains in microscopic thin section images. It uses the FastSAM segmentation model to extract quantitative data such as grain area, perimeter, roundness, and aspect ratio, aiding in various petrographic studies including mineral identification, texture analysis, and understanding the depositional history of rocks. Please quote the app as follows: Azzam, F., Blaise, T., & Brigaud, B. (2024). Automated petrographic image analysis by supervised and unsupervised machine learning methods. Sedimentologika, 2(2). https://doi.org/10.57035/journals/sdk.2024.e22.1594.

Resources

Name Format Description Link
57 https://www.data.gouv.fr/api/1/datasets/r/ca08c9cf-a691-4655-b759-2713719a2dc6
57 https://www.data.gouv.fr/api/1/datasets/r/cb70f7d3-1e6f-4a24-904a-bffdcac43b46
57 https://www.data.gouv.fr/api/1/datasets/r/1625c848-a9c5-445d-bcc6-edcdf804bc9e
33 https://www.data.gouv.fr/api/1/datasets/r/285797d1-e90c-4eb7-8912-fff32f5055ad
57 https://www.data.gouv.fr/api/1/datasets/r/a37a7949-0231-43da-bd07-52ab8387d35c

Tags

  • grain-segmentation
  • microscopy
  • thin-sections
  • quantitative-analysis
  • image-analysis
  • mineral-identification
  • fastsam
  • textural-analysis
  • petrography

Topics

Categories