How this analysis was created: This summary and feature list were written by an AI model that read the project's README and public documentation pages. Each feature links to the documentation it came from; stars, license and language come straight from the GitHub API. The model does not read the source code, and the analysis is refreshed when the project is re-analysed. Learn more on our About page.
Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads, water, clouds
The Google Earth Engine Client Library is a programmatic interface for accessing, manipulating, and exporting planetary-scale raster and vector data via cloud-based services. It serves as a satellite imagery processing API that allows for the filtering, composing, and manipulation of multi-spectral image collections from a remote geospatial catalog. The system functions as a cloud-based geospatial analysis tool, performing server-side computations such as linear fits and trend analysis. It includes an asynchronous geospatial export utility to trigger batch jobs that save processed images and
TorchGeo is a PyTorch library designed for deep learning on geospatial data, providing a framework for building and training neural networks for tasks such as semantic segmentation, object detection, and change detection. It serves as a comprehensive pipeline for remote sensing, featuring specialized dataset loaders and multispectral image preprocessing tools. The library is distinguished by a dedicated remote sensing model zoo and extensive support for transfer learning, allowing users to integrate pre-trained weights optimized for specific satellite sensors. It also includes support for sel
The main features of azavea/raster-vision are: Geospatial Machine Learning, Specialized Segmentation, Remote Sensing and Imagery.
Open-source alternatives to azavea/raster-vision include: kgpml/hyperspectral. mapbox/robosat — Semantic segmentation on aerial and satellite imagery. Extracts features such as: buildings, parking lots, roads,… torchgeo/torchgeo — TorchGeo is a PyTorch library designed for deep learning on geospatial data, providing a framework for building and… google/earthengine-api — The Google Earth Engine Client Library is a programmatic interface for accessing, manipulating, and exporting… charlotte-pel/temporalcnn. avanetten/simrdwn — The Satellite Imagery Multiscale Rapid Detection with Windowed Networks (SIMRDWN) codebase combines some of the…