Selected projects & software
Open-source packages
- SSL4HFM — Self-supervised learning package for hyperspectral foundation models (four models).
- FUnmix — Fast semi-supervised unmixing Python package (two methods).
- HySUPP — Hyperspectral unmixing Python package (20 methods).
- Unmixing Tutorial Package — Python package + Jupyter notebooks (incl. Colab) for seven unmixing methods.
- HyFTech — Hyperspectral shallow & deep feature extraction toolbox (Python/Matlab), 15 methods.
- HyDe — Python-based, GPU-accelerated hyperspectral denoising package.
- Hyperspectral Image Denoising Toolbox — Matlab toolbox including six hyperspectral denoising methods.
- Fast Wavelet Toolbox — Fast wavelet toolbox for 1D/2D/3D signals.
Current research directions
- Physics-aware foundation models for Earth observation
- Spectral unmixing
- Onboard hyperspectral super-resolution
- Multisensor data fusion