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  • PUC-Rio
  • SΓ£o LuΓ­s, MaranhΓ£o, Brazil
  • 16:34 (UTC -03:00)

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MatheusLevy/README.md

Hi, I'm Matheus Levy πŸ‘‹

Deep Learning Researcher Β· PhD student @ PUC-Rio / Tecgraf Β· Professional Unemployed
πŸ“ Rio de Janeiro, Brazil

Homepage LinkedIn SIBGRAPI 2026 tutorial

On a long enough timeline the survival rate for everyone drops to 0. Just an unemployed Deep Learning Researcher like others.

🧠 About me

  • πŸŽ“ PhD student in Computing (Machine Learning) at PUC-Rio, doing research at Tecgraf
  • πŸ”¬ Working on neural surface representations: 3DGS, 2DGS, SDFs, UDFs and computer vision in general
  • πŸ₯ Previously: medical imaging at the Vision Image Processing Lab (UFMA) and software engineering at the Applied Computing Group (NCA-UFMA)
  • 🌐 Also a web developer: Angular, TypeScript and Leaflet by day
  • πŸ—£οΈ Portuguese and English Β· πŸ›‘οΈ Certified: Novo Pentest Profissional

πŸ“„ Recent publications

Year Paper Venue
2026 Neural Implicit Surfaces via Nested Multiscale Residuals NeurIPS (accepted)
2026 Beyond Watertight Geometry: Neural Unsigned Distance Fields as a General Surface Representation Β· tutorial material SIBGRAPI (accepted)
2026 From V-JEPA to LeWorldModel: A Survey on Accessible Video World Models SIBGRAPI (accepted)
2025 Neural Network Ensemble for Detecting Parasite Eggs in Microscopic Images Procedia CS
2025 DualAttentionNet: A CNN for Thoracic Disease Classification in Chest X-Rays Procedia CS
2023 A PPM-based UNet for Tumour and Kidney Segmentation in CT Scans CMBBE: Imaging & Vis.
2022 Glaucoma Stage Classification Using OCT Volumes and 3D CNNs SBCAS
2022 PPM-UNet: A CNN for Kidney Segmentation in CT Images SBCAS
2022 Optimizing a DenseNet-Based CNN for COVID-19 Diagnosis SBCAS
2022 Applying Multi-Instance Learning to Breast Cancer Diagnosis in Histopathological Images SBCAS

πŸ’Ό Experience

Period Role Where
2025 – now Deep Learning Researcher: 3DGS, 2DGS, SDF, UDF, computer vision Tecgraf / PUC-Rio
2025 – now Web Developer: Angular, TypeScript, HTML, CSS, Leaflet Tecgraf / PUC-Rio
2024 – 2025 Senior Software Engineer: Next.js front-end, code review, GitLab CI/CD NCA-UFMA
2023 – 2025 Computer Vision Researcher: HRNet for small-object detection, composed losses for multi-stage detection, multi-branch X-ray classification VIPLab-UFMA
2022 Spatial Data Engineer: Dash and Streamlit apps, GeoPandas, Plotly, Folium NCA-UFMA
2021 – 2022 Computer Vision Research Intern: 3D CNNs for glaucoma staging VIPLab-UFMA

πŸŽ“ Education

  • PhD, Computing (Machine Learning), PUC-Rio Β· 2025 – now
  • MSc, Computer Science (Machine Learning), UFMA Β· 2023 – 2025
  • BSc, Computer Science, UFMA Β· 2019 – 2023
  • Technical Diploma, Informatics, IFMA Β· 2016 – 2019

πŸ› οΈ Toolbox

Deep learning & vision
Python PyTorch TensorFlow Hugging Face OpenCV YOLO MMDetection

Data
NumPy Pandas GeoPandas Plotly Streamlit Jupyter

Web & tooling
TypeScript Angular Next.js Leaflet HTML5 CSS GitLab CI


Keep on keeping on.

Pinned Loading

  1. Face-Recognition Face-Recognition Public

    A Face Recognition Deep Learning System

    Jupyter Notebook 1

  2. HandSign-Detection HandSign-Detection Public

    HandSign Detection based on Landmarks

    Python

  3. Machine-Learning-Scratch Machine-Learning-Scratch Public

    Machine Learning Codes From Scatch

    Jupyter Notebook