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Team & credits

Team

Section titled “Team”

Department of Artificial Intelligence & Data Science, Jawaharlal Nehru Engineering College, Chhatrapati Sambhaji Nagar.

  • Abhay Kale
  • Akash Chaudhari
  • Somesh Padsalge

With thanks to Dr. V. B. Malode for guidance and review throughout this work.

Data

Section titled “Data”
  • GAMUS: geometry-aware multi-modal semantic segmentation benchmark (nDSM + classes).
  • SynRS3D: synthetic remote-sensing 3D dataset.
  • IEEE GRSS Data Fusion Contest 2023 (Track 2) and 2019 (US3D).
  • IARPA Multi-View Stereo 3D Mapping benchmark: imagery courtesy of DigitalGlobe, approved for public release.
  • NEON AOP: National Ecological Observatory Network airborne LiDAR (canopy height model).
  • Copernicus DEM: produced using Copernicus WorldDEM-30 © DLR e.V. 2010–2014 and © Airbus Defence and Space GmbH 2014–2018, provided under COPERNICUS by the European Union and ESA; all rights reserved.
  • SRTM / NASADEM (NASA), Terrarium tiles (AWS Open Data), OpenStreetMap contributors (ODbL).
  • Cartosat-2S / 2E sample products: NRSC Bhoonidhi.
  • Screenshots marked © Google Earth are used for illustration only.

Packed training stores and the trained model are listed under Download the data.

Software

Section titled “Software”

PyTorch, Hugging Face Transformers (DINOv3), ONNX Runtime, FastAPI, Gradio, rasterio / GDAL / PROJ, React, three.js, React Three Fiber, Mantine, ECharts, and Astro Starlight for these docs.

License

Section titled “License”

MIT License. See LICENSE in the repository root.