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Hi, I'm Gi Longari 👋

Geometry Processing • Medical Shape Analysis • Geometric Deep Learning

Welcome to my GitHub!
I work at the intersection of geometry processing, medical imaging, and geometric deep learning, with a focus on anatomical shape analysis and computational tools for 3D morphometry.


🧬 Research Focus

My work revolves around:

  • 🧩 Statistical shape modeling of anatomical structures
  • 🧠 Medical image → mesh pipelines (segmentation, meshing, cleaning, registration)
  • 📐 Differential geometry for curvature, shape descriptors, and intrinsic measures
  • 🔁 Shape correspondence & deformation modeling
  • 🤖 Geometric deep learning (mesh CNNs, point cloud networks, spectral GNNs)
  • 🧱 Nonlinear shape spaces, manifold learning, and latent geometric representations
  • 🌐 3D data preprocessing: remeshing, smoothing, Laplacian operators, spectral embeddings

🧰 Tools I Use

Geometry Processing:
CGAL · libigl · VTK · Open3D · MeshLab · trimesh · PyMesh · Polyscope

Machine Learning / GDL:
PyTorch · PyTorch Geometric (PyG) · PyTorch3D · Kaolin · MinkowskiEngine

Medical Imaging:
ITK · SimpleITK · NiBabel · ANTs · FSL · FreeSurfer

Core Languages:
Python · C++ · MATLAB · Bash


🔭 Current Work

  • 📐 Shape analysis pipeline for brainstem and cerebellar deformities (MICCAI 2025)
  • 🧠 Developing robust geometric descriptors for MRI-derived meshes
  • 🕳️ Improving mesh-based correspondence in pathological anatomy
  • 🔍 Exploring graph neural networks for anatomical structure classification

📚 Selected Publications

  • Unraveling Brainstem Deformations in Joubert SyndromeMICCAI 2025
    Statistical shape analysis of MRI-derived structures using remeshing, Laplacian-based smoothing, and deformation mapping.

(More papers available on my website or the publications/ folder.)


⭐ Featured Repositories

  • 🧩 GeoMed-ShapeTools — utilities for spectrally processing anatomical meshes
  • 🧬 Brainstem-Morphometry — end-to-end MRI → mesh → shape descriptor pipeline
  • 🎛️ GDL-Experiments — mesh CNNs, spectral GCNs, and manifold networks
  • 📐 MeshOps — scripts for remeshing, smoothing, curvature estimation, etc.

📊 GitHub Stats

GitHub Stats


📫 Connect With Me

  • 🌐 Website: your URL
  • ✉️ Email: your email
  • 🧠 Google Scholar: your profile
  • 🔗 LinkedIn: your link

Thanks for stopping by — always happy to talk geometry 🤝

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