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StefanTodoran / elwha-segmentation

Image dataset relalignment workflow with computer vision, plus automated river segmentation using Meta's SAM.
http://todoran.dev/elwha-segmentation/
MIT License
2 stars 3 forks source link

Article to link #3

Open robmarkcole opened 2 months ago

robmarkcole commented 2 months ago

https://towardsdatascience.com/learn-transformer-fine-tuning-and-segment-anything-481c6c4ac802

dbuscombe-usgs commented 1 month ago

Interesting proof of concept. How well does this approach work for larger areas?

The paper that describes the work we did to create the dataset, 4-class models, and catchment-wide map time-series is here https://eartharxiv.org/repository/view/7527/

The segfomer models are published here https://zenodo.org/records/8172858

dbuscombe-usgs commented 1 month ago

A full 12+ year, full catchment set of labeled data will be available soon. This consists of a trillions of labeled pixels and would serve as an amazing model training dataset