Fernando Pérez‐García
- Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing
2023/01/11 by Shruthi Bannur, Stephanie L. Hyland, Bannur, Shruthi +29 · 64 citations
Computer Science · Biochemistry, Genetics and Molecular Biology · #Multimodal Machine Learning Applications #Topic Modeling #Biomedical Text Mining and Ontologies
- MAIRA-2: Grounded Radiology Report Generation
2024/06/06 by Shruthi Bannur, Bannur, Shruthi, Kenza Bouzid +38 · 50 citations
Medicine · Computer Science · Social Sciences · #Radiomics and Machine Learning in Medical Imaging #Topic Modeling #Computational and Text Analysis Methods
- TorchIO: A Python library for efficient loading, preprocessing, augmentation and patch-based sampling of medical images in deep learning
2021/06/17 by Fernando Pérez‐García, Fernando Pérez-García, Rachel Sparks +1 · 27 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Advanced Neural Network Applications #Cell Image Analysis Techniques #Radiomics and Machine Learning in Medical Imaging
- MAIRA-1: A specialised large multimodal model for radiology report generation
2023/11/22 by Stephanie L. Hyland, Shruthi Bannur, Hyland, Stephanie L. +27 · 21 citations
Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Radiomics and Machine Learning in Medical Imaging #Topic Modeling
- RadEdit: Stress-Testing Biomedical Vision Models via Diffusion Image Editing
2023/12/20 by Fernando Pérez‐García, Fernando Pérez-García, Sam Bond-Taylor +13 · 1 voice · 12 citations
Computer Science · Medicine · #COVID-19 diagnosis using AI #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging #cs.AI #cs.CV
- Exploring the Boundaries of GPT-4 in Radiology
2023/10/23 by Qianchu Liu, Stephanie L. Hyland, Liu, Qianchu +35 · 5 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
- Comprehensive language-image pre-training for 3D medical image understanding
2025/10/16 by Tassilo Wald, İbrahim Ethem Hamamcı, Wald, Tassilo +28 · 5 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
- MAIRA-Seg: Enhancing Radiology Report Generation with Segmentation-Aware Multimodal Large Language Models
2024/11/18 by Harshita Sharma, Valentina Salvatelli, Sharma, Harshita +29 · 3 citations
Computer Science · Medicine · #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Radiomics and Machine Learning in Medical Imaging #Topic Modeling
- Region-based Contrastive Pretraining for Medical Image Retrieval with Anatomic Query
2023/05/09 by Ho Hin Lee, Lee, Ho Hin, Alberto Santamaría-Pang +11 · 1 citation
Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
- Challenges for Responsible AI Design and Workflow Integration in Healthcare: A Case Study of Automatic Feeding Tube Qualification in Radiology
2024/05/08 by Anja Thieme, Thieme, Anja, Abhijith Rajamohan +47 · 1 citation
Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #FOS: Computer and information sciences #H.5.m #Human-Computer Interaction (cs.HC) #I.2.m