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TSOR666/README.md

👋 Hi, I'm Thierry

Bridging Physics, Vision, and Perception through Generative Modeling

PyTorch Diffusion Models Optimal Transport Wavelets Low Rank Learning Sparse Representation


🧩 About Me

I'm a passionate working at the intersection of physics, computer vision, and perception,
developing efficient and interpretable deep models for image reconstruction and super-resolution.

My current work explores:

  • 🌀 Diffusion models and optimal transport (OT) for generative learning
  • 🌈 Spectral–spatial transformers for hyperspectral image reconstruction (HSI)
  • 🌊 Wavelet-based sparse representations and learnable thresholding
  • 🧩 Low-rank approximation and structured attention for efficient architectures
  • ⚡ Integration of physical priors into data-driven deep learning
  • 🌀 Riemannian Geometry · Geometric analysis of manifolds, curvature, and metric learning in physical and perceptual spaces

⚙️ Core Tools & Frameworks

PyTorch Python NumPy Matplotlib LaTeX


📚 Research Interests

  • Physics-Inspired Deep Learning
  • Diffusion & Optimal Transport for visual perception
  • Riemannian Geometry
  • Wavelet-Based Neural Architectures
  • Sparse & Low-Rank Representations
  • Hyperspectral Image Reconstruction (HSI)
  • Super-Resolution and Denoising

"Bridging physics, perception, and computation — making AI see beyond RGB."

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  1. OT-diffusion-toolkit OT-diffusion-toolkit Public

    Production-grade OT diffusion toolkit featuring four independent solvers: ATLAS (full-stack high-res toolkit), FastSB-OT (triton-accelerated OT bridge), SBDS (research Schrödinger solver), and SPOT…

    Python

  2. DTUCAM25 DTUCAM25 Public

    HDR tone mapping operator inspired by human visual system biology. Models photoreceptor response, color appearance (DTUCAM/CIECAM16/XLR-CAM), neural contrast sensitivity, and supports modern displa…

    Python 1

  3. Hyperspectral-Imaging-Toolkit Hyperspectral-Imaging-Toolkit Public

    Hyperspectral image reconstruction toolkit with transformer models (CSWin, HSIFusionNet, SHARP), MSWR-Net, wavelet-based latent diffusion (WaveDiff), and visualization suite. Production-ready with …

    Python

  4. LingoLite LingoLite Public

    A lightweight, mobile-optimized Neural Machine Translation (NMT) framework in PyTorch. LingoLite features a modern transformer architecture with state-of-the-art optimizations for efficient multili…

    Python