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luigisigillo/README.md

Hi there πŸ‘‹ I'm Luigi Sigillo

πŸ§ͺ Postdoctoral Fellow @ EMBL β€’ πŸ€– AI for Scientific Discovery β€’ 🧬 Multimodal & Agentic Systems

🌐 Personal Website β€’ GitHub


πŸ‘¨β€πŸ”¬ About Me

πŸ§ͺ I am a Postdoctoral Fellow at the European Molecular Biology Laboratory (EMBL) working with the Fabio Petroni group.
We build AI systems that combine multimodal reasoning, agentic exploration, tool usage, knowledge retrieval, and lab-in-the-loop interaction to accelerate scientific discovery.

πŸŽ“ I earned my Ph.D. in Information and Communication Technologies (ICT) from Sapienza University of Rome, where I was part of the ISPAMM Lab under the supervision of Danilo Comminiello.

During my PhD I was a visiting researcher at the VUG Lab at SMU School of Computing and Information Systems in Singapore, working with Shengfeng He.

Previously, I worked as a Machine Learning Engineer at Omninext and completed my MSc (Sapienza) and BSc (Roma Tre) in Computer Science Engineering.


πŸ”¬ Research Interests

  • πŸ§ͺ AI for Science β€” lab-in-the-loop systems & knowledge retrieval
  • πŸ€– Agentic AI Systems for scientific discovery
  • 🌫️ Generative Deep Learning (diffusion & generative models)
  • πŸ‘οΈ Computer Vision for complex imagery (Aerial πŸ›°οΈ & Medical πŸ₯)
  • πŸ”€ Multimodal Learning

πŸ›  Tech Stack


πŸ“Š GitHub Stats

Luigi's GitHub stats

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  1. ShipinSight ShipinSight Public

    Official PyTorch repository for Ship in Sight: Diffusion Models for Ship-Image Super Resolution, WCCI 2024.

    Jupyter Notebook 26 2

  2. StawGAN StawGAN Public

    Official PyTorch repository for StawGAN: Structural-Aware Generative Adversarial Networks for Infrared Image Translation

    Python 18 1

  3. GWIT GWIT Public

    Official PyTorch repository for ICASSP 2025 Guess What I Think: Streamlined EEG-to-Image Generation with Latent Diffusion Models.

    Python 66 3

  4. HI2I HI2I Public

    Forked from ispamm/HI2I

    Official PyTorch repository for Hypercomplex Image-to-Image Transaltion

    Python

  5. ispamm/QWT ispamm/QWT Public

    Quaternion Wavelet Transform for Medical Imaging

    Python 8 1

  6. ispamm/GRAM ispamm/GRAM Public

    Official PyTorch repository for GRAM

    Python 122 8