Matthias Lenga

According to our database, Matthias Lenga authored at least 15 papers between 2018 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of five.

2024

BraSyn 2023 challenge: Missing MRI synthesis and the effect of different learning objectives.

Ivo M. Baltruschat, Parvaneh Janbakhshi, Matthias Lenga

CoRR, 2024

2023

Benchmarking Pretrained Vision Embeddings for Near- and Duplicate Detection in Medical Images.

Tuan Truong, Farnaz Khun Jush, Matthias Lenga

CoRR, 2023

Medical Image Retrieval Using Pretrained Embeddings.

Farnaz Khun Jush, Tuan Truong, Steffen Vogler, Matthias Lenga

CoRR, 2023

Uncertainty Estimation in Contrast-Enhanced MR Image Translation with Multi-Axis Fusion.

Ivo M. Baltruschat, Parvaneh Janbakhshi, Melanie Dohmen, Matthias Lenga

CoRR, 2023

fRegGAN with K-space Loss Regularization for Medical Image Translation.

Ivo M. Baltruschat, Felix Kreis, Alexander Hoelscher, Melanie Dohmen, Matthias Lenga

CoRR, 2023

2022

Transfer Learning for Segmentation Problems: Choose the Right Encoder and Skip the Decoder.

Jonas Dippel, Matthias Lenga, Thomas Goerttler, Klaus Obermayer, Johannes Höhne

CoRR, 2022

FAIR4Cov: Fused Audio Instance and Representation for COVID-19 Detection.

Tuan Truong, Matthias Lenga, Antoine Serrurier, Sadegh Mohammadi

CoRR, 2022

2021

How Transferable are Self-supervised Features in Medical Image Classification Tasks?

Tuan Truong, Sadegh Mohammadi, Matthias Lenga

Proceedings of the Machine Learning for Health, 2021

Landmark Constellation Models For Central Venous Catheter Malposition Detection.

Ilyas Sirazitdinov, Matthias Lenga, Ivo M. Baltruschat, Dmitry V. Dylov, Axel Saalbach

Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

Multi-Resolution 3D Convolutional Neural Networks for Automatic Coronary Centerline Extraction in Cardiac CT Angiography Scans.

Zohaib Salahuddin, Matthias Lenga, Hannes Nickisch

Proceedings of the 18th IEEE International Symposium on Biomedical Imaging, 2021

Detecting genetic alterations in BRAF and NTRK as oncogenic drivers in digital pathology images: towards model generalization within and across multiple thyroid cohorts.

Johannes Höhne, Jacob de Zoete, Arndt A. Schmitz, Tricia Bal, Emmanuelle di Tomaso, Matthias Lenga

Proceedings of the MICCAI Workshop on Computational Pathology, 2021

2020

Combining deep learning and model-based segmentation for labeled spine CT segmentation.

Christian Bürger, Jens von Berg, Astrid Franz, Tobias Klinder, Cristian Lorenz, Matthias Lenga

Proceedings of the Medical Imaging 2020: Image Processing, 2020

Continual Learning for Domain Adaptation in Chest X-ray Classification.

Matthias Lenga, Heinrich Schulz, Axel Saalbach

Proceedings of the International Conference on Medical Imaging with Deep Learning, 2020

2019

Offset regression networks for view plane estimation in 3D fetal ultrasound.

Alexander Schmidt-Richberg, Nicole Schadewaldt, Tobias Klinder, Matthias Lenga, Robert Trahms, Earl Canfield, David Roundhill, Cristian Lorenz

Proceedings of the Medical Imaging 2019: Image Processing, 2019

2018

Deep Learning Based Rib Centerline Extraction and Labeling.

Matthias Lenga, Tobias Klinder, Christian Bürger, Jens von Berg, Astrid Franz, Cristian Lorenz

Proceedings of the Computational Methods and Clinical Applications in Musculoskeletal Imaging, 2018