@inproceedings{22110a429b1a4c81a374bbeca2b9c457,
title = "End-to-end unsupervised deformable image registration with a convolutional neural network",
abstract = "In this work we propose a deep learning network for deformable image registration (DIRNet). The DIRNet consists of a convolutional neural network (ConvNet) regressor, a spatial transformer, and a resampler. The ConvNet analyzes a pair of fixed and moving images and outputs parameters for the spatial transformer, which generates the displacement vector field that enables the resampler to warp the moving image to the fixed image. The DIRNet is trained end-to-end by unsupervised optimization of a similarity metric between input image pairs. A trained DIRNet can be applied to perform registration on unseen image pairs in one pass, thus non-iteratively. Evaluation was performed with registration of images of handwritten digits (MNIST) and cardiac cine MR scans (Sunnybrook Cardiac Data). The results demonstrate that registration with DIRNet is as accurate as a conventional deformable image registration method with short execution times.",
author = "{de Vos}, {Bob D.} and Berendsen, {Floris F.} and Viergever, {Max A.} and Marius Staring and Ivana I{\v s}gum",
year = "2017",
doi = "https://doi.org/10.1007/978-3-319-67558-9_24",
language = "English",
isbn = "9783319675572",
volume = "10553 LNCS",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Verlag",
pages = "204--212",
editor = "Tal Arbel and Cardoso, {M. Jorge}",
booktitle = "Deep Learning in Medical Image Analysis and Multimodal Learning for Clinical Decision Support - 3rd International Workshop, DLMIA 2017 and 7th International Workshop, ML-CDS 2017 Held in Conjunction with MICCAI 2017, Proceedings",
note = "3rd International Workshop on Deep Learning in Medical Image Analysis, DLMIA 2017 and 7th International Workshop on Multimodal Learning for Clinical Decision Support, ML-CDS 2017 held in Conjunction with 20th International Conference on Medical Image Co... ; Conference date: 14-09-2017 Through 14-09-2017",
}