activity
20172024
most citedDirect White Matter Bundle Segmentation using Stacked U-Nets

4 citations · 4 across the 2 of their papers we have counts for

collaborators

6 papers

cs.CV2024

Multi-centric AI Model for Unruptured Intracranial Aneurysm Detection and Volumetric Segmentation in 3D TOF-MRI

Ashraya K. Indrakanti, Jakob Wasserthal, Martin Segeroth +6

Purpose: To develop an open-source nnU-Net-based AI model for combined detection and segmentation of unruptured intracranial aneurysms (UICA) in 3D TOF-MRI, and compare models trai…

cs.CV2019

Combined tract segmentation and orientation mapping for bundle-specific tractography

Jakob Wasserthal, Peter Neher, Dusan Hirjak +1

While the major white matter tracts are of great interest to numerous studies in neuroscience and medicine, their manual dissection in larger cohorts from diffusion MRI tractograms…

cs.CV2018

nnU-Net: Self-adapting Framework for U-Net-Based Medical Image Segmentation

Fabian Isensee, Jens Petersen, Andre Klein +8

The U-Net was presented in 2015. With its straight-forward and successful architecture it quickly evolved to a commonly used benchmark in medical image segmentation. The adaptation…

cs.CV2018

Tract orientation mapping for bundle-specific tractography

Jakob Wasserthal, Peter F. Neher, Klaus H. Maier-Hein

While the major white matter tracts are of great interest to numerous studies in neuroscience and medicine, their manual dissection in larger cohorts from diffusion MRI tractograms…

cs.CV2018

TractSeg - Fast and accurate white matter tract segmentation

Jakob Wasserthal, Peter Neher, Klaus H. Maier-Hein

The individual course of white matter fiber tracts is an important key for analysis of white matter characteristics in healthy and diseased brains. Uniquely, diffusion-weighted MRI…

cs.CV20174 cited

Direct White Matter Bundle Segmentation using Stacked U-Nets

Jakob Wasserthal, Peter F. Neher, Fabian Isensee +1

The state-of-the-art method for automatically segmenting white matter bundles in diffusion-weighted MRI is tractography in conjunction with streamline cluster selection. This proce…