Specialized curricula for training vision-language models in retinal image analysis
Fuente:
arXiv
Saved in:
| Main Authors: | Holland, Robbie, Taylor, Thomas R. P., Holmes, Christopher, Riedl, Sophie, Mai, Julia, Patsiamanidi, Maria, Mitsopoulou, Dimitra, Hager, Paul, Müller, Philip, Scholl, Hendrik P. N., Bogunović, Hrvoje, Schmidt-Erfurth, Ursula, Rueckert, Daniel, Sivaprasad, Sobha, Lotery, Andrew J., Menten, Martin J. |
|---|---|
| Format: | Preprint |
| Published: |
2024
|
| Subjects: | |
| Online Access: | |
| Tags: |
Add Tag
No Tags, Be the first to tag this record!
|
Similar Items
Spatiotemporal Representation Learning for Short and Long Medical Image Time Series
by: Shen, Chengzhi, et al.
Published: (2024)
by: Shen, Chengzhi, et al.
Published: (2024)
Metadata-enhanced contrastive learning from retinal optical coherence tomography images
by: Holland, Robbie, et al.
Published: (2022)
by: Holland, Robbie, et al.
Published: (2022)
Morph-SSL: Self-Supervision with Longitudinal Morphing to Predict AMD Progression from OCT
by: Chakravarty, Arunava, et al.
Published: (2023)
by: Chakravarty, Arunava, et al.
Published: (2023)
Deep-learning-based clustering of OCT images for biomarker discovery in age-related macular degeneration (Pinnacle study report 4)
by: Holland, Robbie, et al.
Published: (2024)
by: Holland, Robbie, et al.
Published: (2024)
Stochastic Siamese MAE Pretraining for Longitudinal Medical Images
by: Emre, Taha, et al.
Published: (2025)
by: Emre, Taha, et al.
Published: (2025)
Forecasting Disease Progression with Parallel Hyperplanes in Longitudinal Retinal OCT
by: Chakravarty, Arunava, et al.
Published: (2024)
by: Chakravarty, Arunava, et al.
Published: (2024)
3DTINC: Time-Equivariant Non-Contrastive Learning for Predicting Disease Progression from Longitudinal OCTs
by: Emre, Taha, et al.
Published: (2023)
by: Emre, Taha, et al.
Published: (2023)
RetFiner: A Vision-Language Refinement Scheme for Retinal Foundation Models
by: Fecso, Ronald, et al.
Published: (2025)
by: Fecso, Ronald, et al.
Published: (2025)
Self-supervised learning via inter-modal reconstruction and feature projection networks for label-efficient 3D-to-2D segmentation
by: Morano, José, et al.
Published: (2023)
by: Morano, José, et al.
Published: (2023)
SD-RetinaNet: Topologically Constrained Semi-Supervised Retinal Lesion and Layer Segmentation in OCT
by: Fazekas, Botond, et al.
Published: (2025)
by: Fazekas, Botond, et al.
Published: (2025)
Deep Multimodal Fusion of Data with Heterogeneous Dimensionality via Projective Networks
by: Morano, José, et al.
Published: (2024)
by: Morano, José, et al.
Published: (2024)
Correlation of retinal fluid and photoreceptor and RPE loss in neovascular AMD by automated quantification, a real‐world FRB! analysis
by: Virginia Mares, et al.
Published: (2024)
by: Virginia Mares, et al.
Published: (2024)
RRWNet: Recursive Refinement Network for effective retinal artery/vein segmentation and classification
by: Morano, José, et al.
Published: (2024)
by: Morano, José, et al.
Published: (2024)
Normative prospective data on automatically quantified retinal morphology correlated to retinal function in healthy ageing eyes by two microperimetry devices
by: Klaudia Birner, et al.
Published: (2024)
by: Klaudia Birner, et al.
Published: (2024)
MIRAGE: Multimodal foundation model and benchmark for comprehensive retinal OCT image analysis
by: Morano, José, et al.
Published: (2025)
by: Morano, José, et al.
Published: (2025)
Learning Temporally Equivariance for Degenerative Disease Progression in OCT by Predicting Future Representations
by: Emre, Taha, et al.
Published: (2024)
by: Emre, Taha, et al.
Published: (2024)
Comparison of AI‐based retinal fluid monitoring in neovascular age‐related macular degeneration with manual assessment by different eye care professionals under optimized conditions
by: Martin Michl, et al.
Published: (2025)
by: Martin Michl, et al.
Published: (2025)
A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets
by: Mildenberger, David, et al.
Published: (2025)
by: Mildenberger, David, et al.
Published: (2025)
Automatic detection and prediction of nAMD activity change in retinal OCT using Siamese networks and Wasserstein Distance for ordinality
by: Emre, Taha, et al.
Published: (2025)
by: Emre, Taha, et al.
Published: (2025)
Exploiting Intermediate Reconstructions in Optical Coherence Tomography for Test-Time Adaption of Medical Image Segmentation
by: Pinetz, Thomas, et al.
Published: (2026)
by: Pinetz, Thomas, et al.
Published: (2026)
PiPViT: Patch-based Visual Interpretable Prototypes for Retinal Image Analysis
by: Oghbaie, Marzieh, et al.
Published: (2025)
by: Oghbaie, Marzieh, et al.
Published: (2025)
Efficient numeracy in language models through single-token number embeddings
by: Kreitner, Linus, et al.
Published: (2025)
by: Kreitner, Linus, et al.
Published: (2025)
Weighting What Matters: Boosting Sample Efficiency in Medical Report Generation via Token Reweighting
by: Weers, Alexander, et al.
Published: (2026)
by: Weers, Alexander, et al.
Published: (2026)
Associations of neurovascular dysfunction with inner retinal layer thickness in non‐proliferative diabetic retinopathy
by: Berthold Pemp, et al.
Published: (2024)
by: Berthold Pemp, et al.
Published: (2024)
Comparative Analysis of Data Augmentation for Retinal OCT Biomarker Segmentation
by: Unterdechler, Markus, et al.
Published: (2024)
by: Unterdechler, Markus, et al.
Published: (2024)
PSScreen V2: Partially Supervised Multiple Retinal Disease Screening
by: Zheng, Boyi, et al.
Published: (2025)
by: Zheng, Boyi, et al.
Published: (2025)
What Cohort INRs Encode and Where to Freeze Them
by: Sideri-Lampretsa, Vasiliki, et al.
Published: (2026)
by: Sideri-Lampretsa, Vasiliki, et al.
Published: (2026)
Unlocking the diagnostic potential of electrocardiograms through information transfer from cardiac magnetic resonance imaging
by: Turgut, Özgün, et al.
Published: (2023)
by: Turgut, Özgün, et al.
Published: (2023)
Towards Generalisable Time Series Understanding Across Domains
by: Turgut, Özgün, et al.
Published: (2024)
by: Turgut, Özgün, et al.
Published: (2024)
GARD: Gamma-based Anatomical Restoration and Denoising for Retinal OCT
by: Fazekas, Botond, et al.
Published: (2025)
by: Fazekas, Botond, et al.
Published: (2025)
Disentangling representations of retinal images with generative models
by: Müller, Sarah, et al.
Published: (2024)
by: Müller, Sarah, et al.
Published: (2024)
Contrastive Anatomy-Contrast Disentanglement: A Domain-General MRI Harmonization Method
by: Scholz, Daniel, et al.
Published: (2025)
by: Scholz, Daniel, et al.
Published: (2025)
The long‐term impact of neovascular age‐related macular degeneration undergoing routine treatment in first and second eyes on vision‐related quality‐of‐life: FASBAT Report 3
by: Archana Airody, et al.
Published: (2026)
by: Archana Airody, et al.
Published: (2026)
Interpretable Retinal Disease Prediction Using Biology-Informed Heterogeneous Graph Representations
by: Lux, Laurin, et al.
Published: (2025)
by: Lux, Laurin, et al.
Published: (2025)
Progression of diabetic retinopathy during pregnancy: Retrospective study from birmingham and solihull
by: Ahmad Khalifa, et al.
Published: (2025)
by: Ahmad Khalifa, et al.
Published: (2025)
Blood vessel segmentation in en-face OCTA images: a frequency based method
by: Breger, Anna, et al.
Published: (2021)
by: Breger, Anna, et al.
Published: (2021)
Self-Supervised Radiograph Anatomical Region Classification -- How Clean Is Your Real-World Data?
by: Langer, Simon, et al.
Published: (2024)
by: Langer, Simon, et al.
Published: (2024)
Diff-Def: Diffusion-Generated Deformation Fields for Conditional Atlases
by: Starck, Sophie, et al.
Published: (2024)
by: Starck, Sophie, et al.
Published: (2024)
Quantum Computation Using Large Spin Qudits
by: Omanakuttan, Sivaprasad
Published: (2024)
by: Omanakuttan, Sivaprasad
Published: (2024)
Enhanced Homogeneous Photocatalytic Hydrogen Evolution in a Binuclear Bio‐Inspired Ni‐Ni Complex Bearing Phenanthroline and Sulfidophenolate Ligands
by: Fotios Kamatsos, et al.
Published: (2025)
by: Fotios Kamatsos, et al.
Published: (2025)
Similar Items
-
Spatiotemporal Representation Learning for Short and Long Medical Image Time Series
by: Shen, Chengzhi, et al.
Published: (2024) -
Metadata-enhanced contrastive learning from retinal optical coherence tomography images
by: Holland, Robbie, et al.
Published: (2022) -
Morph-SSL: Self-Supervision with Longitudinal Morphing to Predict AMD Progression from OCT
by: Chakravarty, Arunava, et al.
Published: (2023) -
Deep-learning-based clustering of OCT images for biomarker discovery in age-related macular degeneration (Pinnacle study report 4)
by: Holland, Robbie, et al.
Published: (2024) -
Stochastic Siamese MAE Pretraining for Longitudinal Medical Images
by: Emre, Taha, et al.
Published: (2025)