Coactseg: Learning from heterogeneous data for new multiple sclerosis lesion segmentation
New lesion segmentation is essential to estimate the disease progression and therapeutic
effects during multiple sclerosis (MS) clinical treatments. However, the expensive data …
effects during multiple sclerosis (MS) clinical treatments. However, the expensive data …
Spatially covariant image registration with text prompts
Medical images are often characterized by their structured anatomical representations and
spatially inhomogeneous contrasts. Leveraging anatomical priors in neural networks can …
spatially inhomogeneous contrasts. Leveraging anatomical priors in neural networks can …
MemWarp: Discontinuity-Preserving Cardiac Registration with Memorized Anatomical Filters
Many existing learning-based deformable image registration methods impose constraints on
deformation fields to ensure they are globally smooth and continuous. However, this …
deformation fields to ensure they are globally smooth and continuous. However, this …
Deda: Deep directed accumulator
Chronic active multiple sclerosis lesions, also referred to as rim+ lesions, are characterized
by a hyperintense rim observed at the lesion's edge on quantitative susceptibility maps …
by a hyperintense rim observed at the lesion's edge on quantitative susceptibility maps …
Slicer Networks
In medical imaging, scans often reveal objects with varied contrasts but consistent internal
intensities or textures. This characteristic enables the use of low-frequency approximations …
intensities or textures. This characteristic enables the use of low-frequency approximations …
DAGrid: directed accumulator grid
Recent research highlights that the Directed Accumulator (DA), through its parametrization
of geometric priors into neural networks, has notably improved the performance of medical …
of geometric priors into neural networks, has notably improved the performance of medical …
RimSet: Quantitatively Identifying and Characterizing Chronic Active Multiple Sclerosis Lesion on Quantitative Susceptibility Maps
Background: Rim+ lesions in multiple sclerosis (MS), detectable via Quantitative
Susceptibility Mapping (QSM), correlate with increased disability. Existing literature lacks …
Susceptibility Mapping (QSM), correlate with increased disability. Existing literature lacks …
PagFormer: Polar Accumulator Grid Integrated into Transformers for Medical Image Segmentation
Recent transformers have made remarkable strides in medical image analysis, enhancing
the efficacy of various downstream applications. Yet, the rich geometric patterns present in …
the efficacy of various downstream applications. Yet, the rich geometric patterns present in …