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  • Individual Tree Detection in Large-Scale Urban Environments
    August 29, 2022

    Individual Tree Detection in Large-Scale Urban Environments

    ↗ External
    forestryobject-detectionimagerytraining-data
    This repository provides code for training and evaluating a convolutional neural network (CNN) to detect tree in urban environments with aerial imagery.
  • August 29, 2022

    DroneDeploy: Machine Learning Segmentation Benchmark

    ↗ External
    imagerysemantic-segmentationbenchmark-data
    This repository contains a description of the dataset and how to use it. It also contains example code to get a working segmentation model up and running quickly using a small sample dataset.
  • Free Workshop: GRASS GIS for Remote Sensing Data Processing and Analysis
    August 27, 2022

    Free Workshop: GRASS GIS for Remote Sensing Data Processing and Analysis

    ↗ External
    grass-gisremote-sensingimagerydata-processingpythonworkshops
    This workshop presents and exemplifies a subset of GRASS GIS toolsets for satellite imagery data processing and analysis in combination with other core modules and add-ons.
  • CoastSat: Global Shoreline Mapping Tool From Satellite Imagery
    August 3, 2022

    CoastSat: Global Shoreline Mapping Tool From Satellite Imagery

    ↗ External
    coastlinestime-seriesimageryopen-data
    CoastSat is an open-source software toolkit that enables users to obtain time-series of shoreline position at any coastline worldwide from more than 30 years of publicly available satellite imagery.
  • Deep Learning Models for Satellite Image Forecasting
    July 31, 2022

    Deep Learning Models for Satellite Image Forecasting

    ↗ External
    imagerydeep-learning
    Here are three deep learning models for predicting future satellite images from past ones using features such as precipitation and elevation maps.
  • How to Access Landsat Data
    July 20, 2022

    How to Access Landsat Data

    ↗ External
    landsatimageryearth-observationopen-dataresources
    Landsat has been collecting information about Earth since 1972. The USGS Landsat archive now spans 50 years with over 10.3 million scenes. Learn more about downloading Landsat data here.
  • WorldStrat Dataset: Free High-Resolution Satellite Imagery
    July 16, 2022

    WorldStrat Dataset: Free High-Resolution Satellite Imagery

    ↗ External
    imageryopen-data
    The WorldStrat dataset includes nearly 10,000 km² of free high-resolution satellite imagery of unique locations: from agriculture to ice caps, from forests to multiple urbanization densities.
  • Mapping Tree Cover and Extent With Sentinel-1 and Sentinel-2
    July 7, 2022

    Mapping Tree Cover and Extent With Sentinel-1 and Sentinel-2

    ↗ External
    semantic-segmentationland-cover-mappingimagerysentinel-1sentinel-2
    This project maps tree extent at the ten-meter scale using open source artificial intelligence and satellite imagery. Learn more here.
  • Resources for Deep Learning With Satellite and Aerial Imagery
    July 7, 2022

    Resources for Deep Learning With Satellite and Aerial Imagery

    ↗ External
    deep-learningimageryremote-sensingresources
    Here is a huge list of resources for performing deep learning on satellite and aerial imagery. The resources are updated regularly and could benefit both the research and developer communities.
  • Catalog of Freely Available Earth Observation Reference Benchmark Datasets
    July 1, 2022

    Catalog of Freely Available Earth Observation Reference Benchmark Datasets

    ↗ External
    earth-observationbenchmark-datamachine-learningdeep-learningimagery
    This website provides a comprehensive and interactive catalog of reference benchmark datasets. Check it out here.
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