Stefan Heldmann | DeepAI

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∙ 12/08/2021

Learn2Reg: comprehensive multi-task medical image registration challenge, dataset and evaluation in the era of deep learning

To date few studies have comprehensively compared medical image registra...

4 Alessa Hering, et al. ∙

∙ 11/29/2020

Constraining Volume Change in Learned Image Registration for Lung CTs

Deep-learning-based registration methods emerged as a fast alternative t...

9 Alessa Hering, et al. ∙

∙ 01/10/2020

Deformable Groupwise Image Registration using Low-Rank and Sparse Decomposition

Low-rank and sparse decompositions and robust PCA (RPCA) are highly succ...

8 Roland Haase, et al. ∙

∙ 09/22/2019

mlVIRNET: Multilevel Variational Image Registration Network

We present a novel multilevel approach for deep learning based image reg...

0 Alessa Hering, et al. ∙

∙ 07/23/2019

Variational Registration of Multiple Images with the SVD based SqN Distance Measure

Image registration, especially the quantification of image similarity, i...

2 Kai Brehmer, et al. ∙

∙ 03/28/2019

Robust, fast and accurate: a 3-step method for automatic histological image registration

We present a 3-step registration pipeline for differently stained histol...

0 Johannes Lotz, et al. ∙

∙ 12/05/2018

Enhancing Label-Driven Deep Deformable Image Registration with Local Distance Metrics for State-of-the-Art Cardiac Motion Tracking

While deep learning has achieved significant advances in accuracy for me...

0 Alessa Hering, et al. ∙

∙ 07/02/2018

Estimation of Large Motion in Lung CT by Integrating Regularized Keypoint Correspondences into Dense Deformable Registration

We present a novel algorithm for the registration of pulmonary CT scans....

0 Jan Rühaak, et al. ∙

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