Keywords:
- Attention analysis
- automatic grading
- clinical data science
- Clinical translation
- Cross-Modality Transfer
- deep learning
- disease grading
- fluorescein angiography
- Foundation Models
- GPTs
- Hyperfluorescence classification
- inter-grader agreement
- machine learning
- Medical Image Analysis
- multi-objective optimization
- Multidimensional Fairness Evaluation
- Optic disease grading
- personalized medicine
- real-world data
- Retinal Imaging
- retinal vasculitis
- risk prediction
- self-supervised learning
- Temporal modelling
- transformers
- Utility-Fairness Trade-off
- Uveitis
- vasculitis
Publications of Oscar Jimenez-del-Toro sorted by title
A
| A Multi-Objective Evaluation Framework for Analyzing Utility-Fairness Trade-Offs in Machine Learning Systems, , , , and , in: The Journal of Machine Learning for Biomedical Imaging, 3:938-957, 2025 |
[DOI] |
| Automatic transformer-based grading of multiple retinal inflammatory signs in uveitis on fluorescein angiography, , , , , , , , , , , , , and , in: Computers in Biology and Medicine, 193(110327), 2025 |
[DOI] [URL] |
B
| Beyond the Last Frame: Temporal Modelling of Fluorescein Angiography for Hyperfluorescence Classification, , , , , , , , and , in: Ophthalmic Medical Image Analysis (OMIA13), MICCAI 2026 Workshops, 2026 |
|
C
| Comparing Stability and Discriminatory Power of Hand-crafted Versus Deep Radiomics: A 3D-Printed Anthropomorphic Phantom Study, , , , , , , , , , and , Idiap-Internal-RR-40-2024 |
| Comparing Stability and Discriminatory Power of Hand-crafted Versus Deep Radiomics: A 3D-Printed Anthropomorphic Phantom Study, , , , , , , , , , and , in: Proceedings of the 12th European Workshop on Visual Information Processing, 2024 |
|
F
| Fully Automatic Grading of Retinal Vasculitis on Fluorescein Angiography Time-lapse from Real-world Data in Clinical Settings, , , , , , , and , in: 2023 IEEE 36th International Symposium on Computer-Based Medical Systems (CBMS), L'Aquila, Italy, 2023, pages 689-693, 2023 |
[DOI] [URL] |
L
| Loss-Conditioned Utility-Fairness Boundary Modeling for Medical Imaging, , , and , in: Proceedings of the International Conference on Medical Image Computing and Computer Assisted Intervention, 2026 |
|
U
| UveAI: clinic-ready scoring of retinal inflammation in uveitis on widefield fluorescein angiography using AI, , , , , , , , , , , , , , and , in: Scientific reports, 2026 |
[DOI] [URL] |
W
| When Specialization Helps (and Hurts): Cross-Modality Transfer in Ophthalmic Imaging with Foundation Models, , , , and , in: 2026 IEEE 23rd International Symposium on Biomedical Imaging, 2026 |
[DOI] [URL] |