Published July 4, 2019
| Version v1
Patent
Medical Imaging Diffeomorphic Registration based on Machine Learning
Contributors
Others:
- Siemens Healthineers, Digital Services, Digital Technology and Innovation
- E-Patient : Images, données & mOdèles pour la médeciNe numériquE (EPIONE) ; Inria Sophia Antipolis - Méditerranée (CRISAM) ; Institut National de Recherche en Informatique et en Automatique (Inria)-Institut National de Recherche en Informatique et en Automatique (Inria)
Description
For registration of medical images with deep learning, a neural network is designed to include a diffeomorphic layer in the architecture. The network may be trained using supervised or unsupervised approaches. By enforcing the diffeomorphic characteristic in the architecture of the network, the training of the network and application of the learned network may provide for more regularized and realistic registration.
Additional details
Identifiers
- URL
- https://hal.inria.fr/hal-02185900
- URN
- urn:oai:HAL:hal-02185900v1
Origin repository
- Origin repository
- UNICA