3 papers
eess.IV2026
TractoGraphVLM: A Unified Vision-Language Framework for White Matter Tractography
Gurucharan Marthi Krishna Kumar, Janine Dale Mendola, Amir Shmuel
Vision language models have transformed 2D medical imaging, yet extending them to 3D white matter tractography remains challenging due to the complex topology of fiber bundles. We…
eess.IV2024
NestedMorph: Enhancing Deformable Medical Image Registration with Nested Attention Mechanisms
Gurucharan Marthi Krishna Kumar, Janine Mendola, Amir Shmuel
Deformable image registration is crucial for aligning medical images in a nonlinear fashion across different modalities, allowing for precise spatial correspondence between varying…
eess.IV2024
MedVisionLlama: Leveraging Pre-Trained Large Language Model Layers to Enhance Medical Image Segmentation
Gurucharan Marthi Krishna Kumar, Aman Chadha, Janine Mendola +1
Large Language Models (LLMs), known for their versatility in textual data, are increasingly being explored for their potential to enhance medical image segmentation, a crucial task…