Helmholtz Imaging CONNECT - MR Carsten Lüth

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MR. Carsten Lüth

Deutsches Krebsforschungszentrum

Organizatorial

PhD student @ IML

working on Active Learning and the low label data regime, to bring benefits of Deep Learning to a broader audience of users.

Publications

Conditional Invertible Neural Networks for Diverse Image-to-Image Translation

Ardizzone L, Kruse J, Lüth C, Bracher N, Rother C, Köthe U - Lecture Notes in Computer Science - 2021

10.1007/978-3-030-71278-5_27

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Deutsches Krebsforschungszentrum - Heidelberg

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Carsten Lüth in Helmholtz Imaging CONNECT:

Active Learning

Active learning is a special case of machine learning in which a learning algorithm can interactively query a human user (or some other information source) to label new data points with the desired outputs. The …

In Helmholtz Imaging CONNECT
➤Facilities: 0 ➤Centers: 4 ➤Instruments: 0 ➤Labs: 0 ➤Modalities: 0 ➤Experts: 8 ➤Solutions: 0

Anomaly Detection

In data analysis, anomaly detection (also referred to as outlier detection and sometimes as novelty detection) is generally understood to be the identification of rare items, events or observations which deviate significantly from the majority …

In Helmholtz Imaging CONNECT
➤Facilities: 0 ➤Centers: 4 ➤Instruments: 0 ➤Labs: 0 ➤Modalities: 0 ➤Experts: 9 ➤Solutions: 1

Generative Methods

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Out of Distribution Detection

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In Helmholtz Imaging CONNECT
➤Applications: 1 ➤Facilities: 0 ➤Centers: 4 ➤Instruments: 0 ➤Labs: 2 ➤Experts: 7 ➤Solutions: 3

Magnetic resonance imaging (MRI)

Magnetic resonance imaging (MRI) is a medical imaging technique used in radiology to generate pictures of the anatomy and the physiological processes inside the body. MRI scanners use strong magnetic fields, magnetic field gradients, and …

In Helmholtz Imaging CONNECT
➤Applications: 4 ➤Facilities: 2 ➤Centers: 10 ➤Instruments: 1 ➤Labs: 6 ➤Experts: 23 ➤Solutions: 2

Computed tomography (CT)

Computed tomography (CT) is a non-invasive medical imaging technique allowing a detailed internal view of body structures.

A CT measures X-ray attenuations by different tissues inside the body by using a rotating X-ray tube and …

In Helmholtz Imaging CONNECT
➤Applications: 5 ➤Facilities: 5 ➤Centers: 10 ➤Instruments: 13 ➤Labs: 3 ➤Experts: 27 ➤Solutions: 7

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Deutsches Krebsforschungszentrum (DKFZ)

More than 450,000 people are diagnosed with cancer each year in Germany. Cancer is a disease that poses enormous challenges to research, because every cancer is different and its course can vary immensely even from …

In Helmholtz Imaging CONNECT
➤Applications: 42 ➤Facilities: 0 ➤Instruments: 6 ➤Labs: 19 ➤Modalities: 34 ➤Experts: 36 ➤Solutions: 17

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Interactive Machine Learning (IML)

Considering human interaction when designing machine learning (ML) systems bears great potential: On the one hand, decision-making in ML systems remains imperfect in practice, thus requiring human interaction for safety-critical applications such as clinical diagnostics. …

In Helmholtz Imaging CONNECT
➤Applications: 0 ➤Facilities: 0 ➤Centers: 2 ➤Instruments: 0 ➤Modalities: 0 ➤Experts: 6 ➤Solutions: 2

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