Matthias Lenga

34 papers B 2Journal 21Unranked 11

Year	Rank	Type	Title / Venue / Authors
2026	J	`jnl`	Revisiting Integration of Image and Metadata for DICOM Series Classification: Cross-Attention and Dictionary Learning. CoRR Tuan Truong, Melanie Dohmen, Sara Lorio, Matthias Lenga
2026	J	`jnl`	Zero-shot System for Automatic Body Region Detection for Volumetric CT and MR Images. CoRR Farnaz Khun Jush, Grit Werner, Mark Klemens, Matthias Lenga
2025	J	`jnl`	Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study. IEEE Access Farnaz Khun Jush, Steffen Vogler, Tuan Truong, Matthias Lenga
2025	J	`jnl`	Content-based 3D Image Retrieval and a ColBERT-inspired Re-ranking for Tumor Flagging and Staging. CoRR Farnaz Khun Jush, Steffen Vogler, Matthias Lenga
2025	J	`jnl`	Exploring AI-based System Design for Pixel-level Protected Health Information Detection in Medical Images. CoRR Tuan Truong, Ivo M. Baltruschat, Mark Klemens, Grit Werner, Matthias Lenga
2025	J	`jnl`	Towards Selection of Large Multimodal Models as Engines for Burned-in Protected Health Information Detection in Medical Images. CoRR Tuan Truong, Guillermo Jiménez-Pérez, Pedro Osório, Matthias Lenga
2024	—	`conf`	Benchmarking Pretrained Vision Embeddings for Near- and Duplicate Detection in Medical Images. ISBI Tuan Truong, Farnaz Khun Jush, Matthias Lenga
2024	J	`jnl`	BraSyn 2023 challenge: Missing MRI synthesis and the effect of different learning objectives. CoRR Ivo M. Baltruschat, Parvaneh Janbakhshi, Matthias Lenga
2024	J	`jnl`	Content-Based Image Retrieval for Multi-Class Volumetric Radiology Images: A Benchmark Study. CoRR Farnaz Khun Jush, Steffen Vogler, Tuan Truong, Matthias Lenga
2024	—	`conf`	Five Pitfalls When Assessing Synthetic Medical Images with Reference Metrics. DGM4MICCAI@MICCAI Melanie Dohmen, Tuan Truong, Ivo M. Baltruschat, Matthias Lenga
2024	J	`jnl`	Five Pitfalls When Assessing Synthetic Medical Images with Reference Metrics. CoRR Melanie Dohmen, Tuan Truong, Ivo M. Baltruschat, Matthias Lenga
2024	J	`jnl`	Fused Audio Instance and Representation for Respiratory Disease Detection. Sensors Tuan Truong, Matthias Lenga, Antoine Serrurier, Sadegh Mohammadi
2024	—	`conf`	Medical Image Retrieval Using Pretrained Embeddings. ISBI Farnaz Khun Jush, Tuan Truong, Steffen Vogler, Matthias Lenga
2024	J	`jnl`	Similarity Metrics for MR Image-To-Image Translation. CoRR Melanie Dohmen, Mark Klemens, Ivo M. Baltruschat, Tuan Truong, Matthias Lenga
2024	—	`conf`	Uncertainty Estimation in Contrast-Enhanced Mr Image Translation with Multi-Axis Fusion. ISBI Ivo M. Baltruschat, Parvaneh Janbakhshi, Melanie Dohmen, Matthias Lenga
2023	J	`jnl`	Benchmarking Pretrained Vision Embeddings for Near- and Duplicate Detection in Medical Images. CoRR Tuan Truong, Farnaz Khun Jush, Matthias Lenga
2023	—	`conf`	BraSyn 2023 Challenge: Missing MRI Synthesis and the Effect of Different Learning Objectives. BraTS/CrossMoDA@MICCAI Ivo M. Baltruschat, Parvaneh Janbakhshi, Matthias Lenga
2023	J	`jnl`	Medical Image Retrieval Using Pretrained Embeddings. CoRR Farnaz Khun Jush, Tuan Truong, Steffen Vogler, Matthias Lenga
2023	J	`jnl`	Uncertainty Estimation in Contrast-Enhanced MR Image Translation with Multi-Axis Fusion. CoRR Ivo M. Baltruschat, Parvaneh Janbakhshi, Melanie Dohmen, Matthias Lenga
2023	J	`jnl`	fRegGAN with K-space Loss Regularization for Medical Image Translation. CoRR Ivo M. Baltruschat, Felix Kreis, Alexander Hoelscher, Melanie Dohmen, Matthias Lenga
2022	J	`jnl`	FAIR4Cov: Fused Audio Instance and Representation for COVID-19 Detection. CoRR Tuan Truong, Matthias Lenga, Antoine Serrurier, Sadegh Mohammadi
2022	J	`jnl`	Transfer Learning for Segmentation Problems: Choose the Right Encoder and Skip the Decoder. CoRR Jonas Dippel, Matthias Lenga, Thomas Goerttler, Klaus Obermayer, Johannes Höhne
2021	—	`conf`	Detecting genetic alterations in BRAF and NTRK as oncogenic drivers in digital pathology images: towards model generalization within and across multiple thyroid cohorts. COMPAY@MICCAI Johannes Höhne, Jacob de Zoete, Arndt A. Schmitz, Tricia Bal, Emmanuelle di Tomaso, Matthias Lenga
2021	J	`jnl`	How Transferable Are Self-supervised Features in Medical Image Classification Tasks? CoRR Tuan Truong, Sadegh Mohammadi, Matthias Lenga
2021	—	`conf`	How Transferable are Self-supervised Features in Medical Image Classification Tasks? ML4H@NeurIPS Tuan Truong, Sadegh Mohammadi, Matthias Lenga
2021	—	`conf`	Landmark Constellation Models For Central Venous Catheter Malposition Detection. ISBI Ilyas Sirazitdinov, Matthias Lenga, Ivo M. Baltruschat, Dmitry V. Dylov, Axel Saalbach
2021	—	`conf`	Multi-Resolution 3D Convolutional Neural Networks for Automatic Coronary Centerline Extraction in Cardiac CT Angiography Scans. ISBI Zohaib Salahuddin, Matthias Lenga, Hannes Nickisch
2020	B	`conf`	Combining deep learning and model-based segmentation for labeled spine CT segmentation. Image Processing Christian Bürger, Jens von Berg, Astrid Franz, Tobias Klinder, Cristian Lorenz, Matthias Lenga
2020	—	`conf`	Continual Learning for Domain Adaptation in Chest X-ray Classification. MIDL Matthias Lenga, Heinrich Schulz, Axel Saalbach
2020	J	`jnl`	Continual Learning for Domain Adaptation in Chest X-ray Classification. CoRR Matthias Lenga, Heinrich Schulz, Axel Saalbach
2020	J	`jnl`	Multi-Resolution 3D Convolutional Neural Networks for Automatic Coronary Centerline Extraction in Cardiac CT Angiography Scans. CoRR Zohaib Salahuddin, Matthias Lenga, Hannes Nickisch
2019	B	`conf`	Offset regression networks for view plane estimation in 3D fetal ultrasound. Image Processing Alexander Schmidt-Richberg, Nicole Schadewaldt, Tobias Klinder, Matthias Lenga, Robert Trahms, Earl Canfield, David Roundhill, Cristian Lorenz
2018	—	`conf`	Deep Learning Based Rib Centerline Extraction and Labeling. MSKI@MICCAI Matthias Lenga, Tobias Klinder, Christian Bürger, Jens von Berg, Astrid Franz, Cristian Lorenz
2018	J	`jnl`	Deep Learning Based Rib Centerline Extraction and Labeling. CoRR Matthias Lenga, Tobias Klinder, Christian Bürger, Jens von Berg, Astrid Franz, Cristian Lorenz