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Coding
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Achievement: StarstruckAchievement: Pull SharkAchievement: Arctic Code Vault Contributor

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CristianoPatricio/README.md

Hi there 👋, I'm Cristiano Patricio

🚀 About Me

I'm a Ph.D. Candidate in Explainable AI for Medical Imaging. My research work focuses on developing inherently interpretable deep learning models for disease diagnosis in medical imaging.
Topics of interest: Explainable AI, Vision-Language Models, Concept-based Explanations, Medical Image Analysis, Skin Image Analysis.

🔬 Research

  • NEW! ViConEx-Med: Visual Concept Explainability via Multi-Concept Token Transformer for Medical Image Analysis (Preprint, 2025) [Code][PDF]
  • NEW! SynSkin: A Synthetic Skin Lesion-Like Dataset for Benchmarking Dermoscopic Color Concepts (RECPAD, 2025) [Code][PDF]
  • NEW! Unsupervised contrastive analysis for anomaly detection in brain MRIs via conditional diffusion models (Preprint, 2025) [Code][PDF]
  • NEW! CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification (CIBM, 2025) [Code][PDF]
  • A Two-Step Concept-Based Approach for Enhanced Interpretability and Trust in Skin Lesion Diagnosis (CSBJ, 2025) [Code][PDF]
  • Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models (IEEE ISBI, 2024) [Code][PDF]
  • Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis (IEEE CVPRW, 2023) [Code][PDF]
  • Explainable Deep Learning Methods in Medical Image Classification: A Survey (ACM CSUR, 2023) [Code][PDF]
  • Zero-Shot Face Recognition: Improving the Discriminability of Visual Face Features Using a Semantic-Guided Attention Model (ESWA, 2023) [Code][PDF]
  • ZSpeedL - Evaluating the Performance of Zero-Shot Learning Methods using Low-Power Devices (AVSS, 2021) [Code][PDF]

📈 GitHub Stats

CristianoPatricio's GitHub Stats

📫 Contact Me

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  1. coherent-cbe-skin coherent-cbe-skin Public

    Code for the paper "Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis", IEEE CVPRW 2023.

    Python 17 1

  2. Explainable-Deep-Learning-Methods-in-Medical-Image-Classification-A-Survey Explainable-Deep-Learning-Methods-in-Medical-Image-Classification-A-Survey Public

    Official repository of the paper "Explainable Deep Learning Methods in Medical Image Classification: A Survey", ACM Computing Surveys (CSUR), 2023.

    10 2

  3. concept-based-interpretability-VLM concept-based-interpretability-VLM Public

    Code for the paper "Towards Concept-based Interpretability of Skin Lesion Diagnosis using Vision-Language Models", IEEE ISBI 2024 (Oral).

    Jupyter Notebook 15 2

  4. 2-step-concept-based-skin-diagnosis 2-step-concept-based-skin-diagnosis Public

    Code for the paper "A Two-Step Concept-Based Approach for Enhanced Interpretability and Trust in Skin Lesion Diagnosis", Computational and Structural Biotechnology Journal, 2025.

    Python 3

  5. CBVLM CBVLM Public

    Code for the paper "CBVLM: Training-free Explainable Concept-based Large Vision Language Models for Medical Image Classification", Computers in Biology and Medicine, 2025.

    Python 13 1

  6. SGAM SGAM Public

    Official repository of the paper "Zero-shot face recognition: Improving the discriminability of visual face features using a Semantic-Guided Attention Model", Expert Systems With Applications, 2022.

    Python 5 1