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Shifting The Retinal Foundation Models Paradigm From Slices To Volumes For Optical Coherence Tomography
Optical Coherence Tomography (OCT) is essential in ophthalmology for cross-sectional imaging of the retina. Pretrained foundation models facilitate task-specific model development by enabling fine-tuning with limited labeled data.
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Video-based foundation models demonstrated stronger diagnostic accuracy than traditional image-based approaches, highlighting the potential of volumetric AI analysis to advance ophthalmology and medical imaging.
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