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Achievement: StarstruckAchievement: QuickdrawAchievement: YOLOAchievement: Pull Sharkx2Achievement: Arctic Code Vault Contributor

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LucaLumetti/README.md

👋 Hi there!

💻 I'm Luca Lumetti, a Ph.D. student in ICT at UniMoRe. My topic is Healthcare applications of Artificial Intelligence, Computer Vision and Medical Imaging and I'm currently working on the segmentation of the Inferior Alveolar Canal through CBCT images. A 3D segmentation of such canal is really important because it hosts the Inferior Alveolar Nerve, which must not be damaged during surgical operations. Other topics I am currently working on regards segmentation of 3D medical volumes in general and Whole-slide image classification. Prior to my Ph.D., I obtained an MSc and BSc degree in Computer Engineering, with a focus on the Artificial Intelligence field. In the past, I've been an active contributor in the web team of Ubuntu-IT, a part-time professor in high school teaching IT subjects, and a freelance full-stack developer.

You can find more about me on my personal website https://lucalumetti.it.


🔨 Most interesting projects

  • Ditto: A web application written in Django to host the databases developed by my research group while collecting related statistics.
  • ToothFairy 2: MICCAI 2024 Challenge on the segmentation of 42 classes through CBCT images of the jaws.
  • ToothFairy: MICCAI 2023 Challenge on the segmentation of the Inferior Alveolar Canal through CBCT images.
  • Alveolar Canal: 3D segmentation of the Inferior Alveolar Canal through CBCT images.
  • Deep Facial Inpainting: remove the surgical mask in selfies employing GANs.
  • DQNTS: implementation of Tabu Search guided by a Deep Q-Network to solve the Max Mean Dispersion Problem

🚀 Contributions

  • Pytorch: Fixed torchgen that would cause a bug in keyword arguments naming for torch.where()
  • TorchIO: implemented Hann windows functions as aggregator mode.
  • hyprpicker: bug fixing.
  • tldr: translated some of the commands.

🎅 Advents of Code

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  1. AImageLab-zip/ToothFairy AImageLab-zip/ToothFairy Public

    Repository relative to the ToothFairy challenges, MICCAI2023 & MICCAI2024

    Python 29 7

  2. AImageLab-zip/alveolar_canal AImageLab-zip/alveolar_canal Public

    This repository contains the material from the paper "Improving Segmentation of the Inferior Alveolar Nerve through Deep Label Propagation"

    Python 33 5

  3. Deep-Facial-Inpainting Deep-Facial-Inpainting Public

    Deep neural network to remove the surgical mask of a person by inpainting the specific region

    Python 1

  4. DQNTS DQNTS Public

    Implementation of Tabu Search guided by a Deep Q-Network

    Python 2