Google Earth Engine
Google Earth Engine is a cloud-based platform for scientific analysis and visualization of geospatial datasets, providing access to a vast public data archive that includes over 90 petabytes of analysis-ready satellite imagery and more than 1,000 curated geospatial datasets. This extensive catalog encompasses over 50 years of historical imagery, updated daily, with resolutions as fine as one meter per pixel, featuring datasets such as Landsat, MODIS, Sentinel, and the National Agriculture Imagery Program (NAIP). Earth Engine enables users to analyze Earth observation data and apply machine learning techniques through its web-based JavaScript Code Editor and Python API, facilitating the development of complex geospatial workflows. The platform's integration with Google Cloud allows for large-scale parallel processing, empowering users to conduct comprehensive analyses and visualize Earth data efficiently. Additionally, Earth Engine offers interoperability with BigQuery.
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Planet Platform
An automated, accessible, scalable, and API-first satellite imagery platform from Planet. Planet Platform is an entirely automated, cloud-based imagery and analytics platform that provides access to the comprehensive, daily dataset captured by the PlanetScope and SkySat constellations. 8 bands, and 3.7 m spatial resolution, captured by Planet’s Dove constellation. RGB, NIR, and pan bands, 0.5 spatial resolution. Built for scale, speed, and flexibility, the cloud-based platform provides efficient access to Planet’s satellite data, enabling customers to run analytics and build solutions at scale. Understand change with an unprecedented dataset of every location on Earth. Model data to understand trends, predict change, and discover your competitive edge. Work with Planet data in the applications and workflows of your choice. Daily imagery enables strategic, timely decision-making across industries.
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Google Earth
The world's most detailed globe. Add placemarks to highlight key locations in your project, or draw lines and shapes directly on the map. Feature images and videos on your map to add rich contextual information. Tilt the map to save a perfect 3D view or diving into Street View for a 360 experience. Collaborate with others like a Google Doc and share your story as a presentation. Google Earth Pro on desktop is free for users with advanced feature needs. Import and export GIS data, and go back in time with historical imagery. Available on PC, Mac, or Linux. Google Earth for mobile enables you to browse the globe with a swipe of your finger on your phone or tablet. With Google Earth for Chrome, fly anywhere in seconds and explore 3D cities in your browser. Earth Studio is an animation tool for Google Earth’s satellite and 3D imagery. Google Earth Engine combines a multi-petabyte catalog of satellite imagery and geospatial datasets with planetary-scale analysis capabilities.
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GRASS GIS
GRASS GIS (Geographic Resources Analysis Support System) is a free and open-source Geographic Information System (GIS) software suite utilized for geospatial data management and analysis, image processing, graphics and map production, spatial modeling, and visualization. It supports raster, vector, and geospatial processing, enabling advanced modeling, data management, imagery processing, and time series analysis with a Python API, optimized for large-scale analysis. GRASS GIS is compatible with multiple operating systems, including OS X, Windows, and Linux, and can be accessed through a graphical user interface or integrated with other software such as QGIS. The software includes over 350 modules for rendering maps and images, manipulating raster and vector data, processing multispectral image data, and creating, managing, and storing spatial data. GRASS GIS is widely used in academic and commercial settings, as well as by governmental agencies.
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