Skip to content
View simon-donike's full-sized avatar
πŸ›°οΈ
.
πŸ›°οΈ
.

Highlights

  • Pro

Organizations

@eo4geocourses @PLUS-Seasy @ESAOpenSR

Block or report simon-donike

Report abuse

Contact GitHub support about this user’s behavior. Learn more about reporting abuse.

Report abuse
simon-donike/README.md

Hi there, I'm Simon, a PhD Researcher in Artificial Intelligence for Remote Sensing at the University of Valencia πŸ‘‹

πŸ”¬ Research Focus

  • 🧠 Generative AI for EO – Latent & pixel-space diffusion models, ControlNet-style conditioning, GAN-based band synthesis (NIR-GAN)
  • πŸ“Š Benchmarking & Evaluation – OpenSR-Test metrics suite, Wald-protocol-based validation for Sentinel-2 SR
  • 🌍 Applications – Flood/fire mapping, building segmentation, road surface change detection

πŸ›  Tech Stack

  • 🐍 Python: PyTorch, PyTorch Lightning, scikit-learn, OpenCV, PIL, HuggingFace Diffusers
  • 🧠 Deep Learning: Diffusion models, VAEs/Autoencoders, UNets, GANs, multi-modal conditioning, Segmentation and Instance/Object Detection
  • πŸ—Ί Geospatial Tools: xarray, STAC, GDAL, rasterio, shapely, QGIS, Google Earth Engine
  • πŸ“ˆ MLOps & Tracking: Weights & Biases, dataset versioning & reproducibility workflows
  • πŸ“¦ Packaging & DevOps: setuptools, GitHub Actions, Docker, CI/CD pipelines, pytest
  • ⚑ High-Performance Computing: SSH/remote training, Multi-GPU training and inference, Slurm orchestration, remote HPC cluster management

Pinned Loading

  1. ESAOpenSR/opensr-model ESAOpenSR/opensr-model Public

    Implementation of Latent Diffusion Super-Resolution model for RGB-NIR Sen2 imagery.

    Python 98 20

  2. ESAOpenSR/SEN2SR ESAOpenSR/SEN2SR Public

    A Python package to super-resolve Sentinel-2 satellite imagery up to 2.5 meters.

    Python 67 9

  3. Remote-Sensing-SRGAN Remote-Sensing-SRGAN Public

    Super-Resolution GAN for Remote Sensing Images

    Python 25 1

  4. NIR-GAN NIR-GAN Public

    Generate a synthetic NIR Band, based on RGB Satellite Imagery.

    Python 11 1