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Backend workflows for SatVision's real-time satellite image and land cover segmentation renderer. Deploys the novel patchify-process-reconstruct approach to run DL-driven segmentation inference in real-time.

HTML 10.33% JavaScript 8.43% Python 81.24%
api-tests flask flask-api flask-api-rest image-processing image-processing-python oauth2-client real-time-processing session-wrapper image-classification

satvision_mapviewer-backend's Introduction

SatVision: GUI Map Viewer - Backend

  • Backend workflows for SatVision's real-time satellite image and land cover segmentation renderer.
  • Deploys the novel patchify-process-reconstruct approach to run DL-driven segmentation inference in real-time.
  • Flask REST API endpoints callable by cross-platform frontend frameworks; Implementation tested with Mapbox.

High-level Organization of the API

  • API endpoint definitions are contained in api.
  • Corresponding tests are packaged in api-tests.
  • fetcher packages callables to fetch real-time satellite data from Sentinel-Hub.
    • API tokens for Sentinel-Hub will need renewal.
    • Session management wrappers are defined as callables for token-based OAuth with Sentinel-Hub (specific details here).
  • Utilities and patch-wise processing workflows are also defined as API endpoints, for allowing tailored image processing workflows.

satvision_mapviewer-backend's People

Contributors

karthik-d avatar nive927 avatar

satvision_mapviewer-backend's Issues

UI only has street view

Hi,
The EuroSAT dataset uses satellite images from the Sentinel-2 satellite. The 4 classification models have also been trained on the same. Could someone please change the UI to have a satellite view?

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