Search Results for author: Tom Nuno Wolf

Found 5 papers, 5 papers with code

Keep the Faith: Faithful Explanations in Convolutional Neural Networks for Case-Based Reasoning

1 code implementation15 Dec 2023 Tom Nuno Wolf, Fabian Bongratz, Anne-Marie Rickmann, Sebastian Pölsterl, Christian Wachinger

During inference, similarities of latent features to prototypes are linearly classified to form predictions and attribution maps are provided to explain the similarity.

HALOS: Hallucination-free Organ Segmentation after Organ Resection Surgery

1 code implementation14 Mar 2023 Anne-Marie Rickmann, Murong Xu, Tom Nuno Wolf, Oksana Kovalenko, Christian Wachinger

The wide range of research in deep learning-based medical image segmentation pushed the boundaries in a multitude of applications.

Anatomy Hallucination +5

Don't PANIC: Prototypical Additive Neural Network for Interpretable Classification of Alzheimer's Disease

1 code implementation13 Mar 2023 Tom Nuno Wolf, Sebastian Pölsterl, Christian Wachinger

We propose PANIC, a prototypical additive neural network for interpretable AD classification that integrates 3D image and tabular data.

Combining 3D Image and Tabular Data via the Dynamic Affine Feature Map Transform

2 code implementations13 Jul 2021 Sebastian Pölsterl, Tom Nuno Wolf, Christian Wachinger

Prior work on diagnosing Alzheimer's disease from magnetic resonance images of the brain established that convolutional neural networks (CNNs) can leverage the high-dimensional image information for classifying patients.

Cannot find the paper you are looking for? You can Submit a new open access paper.