Search Results for author: Stephan Antholzer

Found 4 papers, 1 papers with code

Cluster-Based Autoencoders for Volumetric Point Clouds

1 code implementation2 Nov 2022 Stephan Antholzer, Martin Berger, Tobias Hell

Autoencoders allow to reconstruct a given input from a small set of parameters.

Clustering

A Joint Deep Learning Approach for Automated Liver and Tumor Segmentation

no code implementations21 Feb 2019 Nadja Gruber, Stephan Antholzer, Werner Jaschke, Christian Kremser, Markus Haltmeier

Hepatocellular carcinoma (HCC) is the most common type of primary liver cancer in adults, and the most common cause of death of people suffering from cirrhosis.

Segmentation Tumor Segmentation

NETT: Solving Inverse Problems with Deep Neural Networks

no code implementations28 Feb 2018 Housen Li, Johannes Schwab, Stephan Antholzer, Markus Haltmeier

Our theoretical results and framework are different from any previous work using neural networks for solving inverse problems.

Deep Learning for Photoacoustic Tomography from Sparse Data

no code implementations15 Apr 2017 Stephan Antholzer, Markus Haltmeier, Johannes Schwab

In our approach image reconstruction is performed with a deep convolutional neural network (CNN), whose weights are adjusted prior to the actual image reconstruction based on a set of training data.

Image Reconstruction

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