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TITLE: Unsupervised contrastive analysis for anomaly detection in brain MRIs via conditional diffusion models  Full Text
AUTHORS: Patricio, Cristiano ; Barbano, Carlo Alberto; Fiandrotti, Attilio; Renzulli, Riccardo; Grangetto, Marco; Teixeira, Luis F. ; Neves, Joao C.;
PUBLISHED: 2026, SOURCE: PATTERN RECOGNITION LETTERS, VOLUME: 199
INDEXED IN: Scopus WOS DBLP CrossRef Unpaywall
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TITLE: A two-step concept-based approach for enhanced interpretability and trust in skin lesion diagnosis
AUTHORS: Patricio, Cristiano ; Teixeira, Luis F. ; Neves, Joao C.;
PUBLISHED: 2025, SOURCE: COMPUTATIONAL AND STRUCTURAL BIOTECHNOLOGY JOURNAL, VOLUME: 28
INDEXED IN: Scopus WOS DBLP CrossRef: 1
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3
TITLE: CBVLM: Training-free explainable concept-based Large Vision Language Models for medical image classification
AUTHORS: Cristiano Patrício ; Isabel Rio Torto ; Jaime S Cardoso ; Luís F Teixeira ; João Neves;
PUBLISHED: 2025, SOURCE: Comput. Biol. Medicine, VOLUME: 198
INDEXED IN: Scopus DBLP CrossRef Unpaywall
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4
TITLE: ViConEx-Med: Visual Concept Explainability via Multi-Concept Token Transformer for Medical Image Analysis
AUTHORS: Cristiano Patrício ; Luís F Teixeira ; João Neves;
PUBLISHED: 2025, SOURCE: CoRR, VOLUME: abs/2510.10174
INDEXED IN: DBLP
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TITLE: Explainable Deep Learning Methods in Medical Image Classification: A Survey  Full Text
AUTHORS: Cristiano Patrício ; João Neves; Luís Teixeira ;
PUBLISHED: 2024, SOURCE: ACM COMPUTING SURVEYS, VOLUME: 56, ISSUE: 4
INDEXED IN: Scopus WOS DBLP CrossRef: 95 Unpaywall
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TITLE: TOWARDS CONCEPT-BASED INTERPRETABILITY OF SKIN LESION DIAGNOSIS USING VISION-LANGUAGE MODELS
AUTHORS: Patricio, Cristiano ; Teixeira, Luis F. ; Neves, Joao C.;
PUBLISHED: 2024, SOURCE: 21st IEEE International Symposium on Biomedical Imaging (ISBI) in IEEE INTERNATIONAL SYMPOSIUM ON BIOMEDICAL IMAGING, ISBI 2024
INDEXED IN: Scopus WOS DBLP CrossRef: 4 Unpaywall
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7
TITLE: Unsupervised Contrastive Analysis for Salient Pattern Detection using Conditional Diffusion Models PDF
AUTHORS: Cristiano Patrício ; Carlo Alberto Barbano; Attilio Fiandrotti; Riccardo Renzulli; Marco Grangetto; Luís F Teixeira ; João C Neves;
PUBLISHED: 2024, SOURCE: CoRR, VOLUME: abs/2406.00772
INDEXED IN: DBLP arXiv DataCite
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TITLE: Coherent Concept-based Explanations in Medical Image and Its Application to Skin Lesion Diagnosis
AUTHORS: Cristiano Patrício ; João C Neves; Luís F Teixeira ;
PUBLISHED: 2023, SOURCE: CVPR Workshops, VOLUME: 2023-June
INDEXED IN: Scopus DBLP CrossRef: 23 Unpaywall
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TITLE: Zero-shot face recognition: Improving the discriminability of visual face features using a Semantic-Guided Attention Model
AUTHORS: Patricio, Cristiano ; Neves, Joao C.;
PUBLISHED: 2023, SOURCE: EXPERT SYSTEMS WITH APPLICATIONS, VOLUME: 211
INDEXED IN: WOS