Vision Transformers

On the Stability and Robustness of Vision Transformers for Neurodegenerative Disease Classification

Vision Transformers (ViTs) have recently been explored for structural MRI classification, motivated by their ability to capture non-local image structure. However, in limited and …

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Eloi Navet

Hierarchical Differential MedViT-3D: Specialized Hybrid Transformer for Multiclass Diagnosis of Neurodegenerative Diseases

Differential diagnosis of neurodegenerative diseases using 3D T1w MRI remains a challenge, particularly when distinguishing between clinically similar dementia subtypes. While deep …

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Eloi Navet