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https://github.com/ozogxyz/swath

Georeferenced raster inference in C over GDAL, PROJ, and ONNX Runtime.
https://github.com/ozogxyz/swath

c earth-observation gdal gdal-api geospatial inference onnx-runtime proj remote-sensing

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Georeferenced raster inference in C over GDAL, PROJ, and ONNX Runtime.

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# Swath for Earth Observation ML

Rationale:
- We need a quick way to load ONNX models and make inference on edge devices. These devices often require low power. Solafune's precipitation competition penalizes the expense of using big models, for example.

- Managing virtual environments, geopandas and python etc is a nightmare on edge devices. Idea is to have a self contained executable that will leverage GDAL and load the rasters, make the transformations, load the ONNX model and run the inference.

Roadmap:
- Ideally this project would be written in Jai as a self contained program from compilation to configuration. Generate bindings for GDAL, ONNX and make an end-to-end one unit of EO-ML.
- Add NVIDIA Jetson CUDA support and/or bindings for fast inference on edge devices.