Chang Liu

2025

Journal Articles

• Kemenes S., Liu C., Schlereth M., Noversa de Sousa R., Minopoulou I., Fenzl P., Corte G., Yalcin-Mutlu M., Höner M., Sagonas I., Coppers B., Liphardt AM., Simon D., Kleyer A., Folle L., Sticherling M., Schett G., Maier A., Fagni F.:
  Advancement and independent validation of a deep learning-based tool for automated scoring of nail psoriasis severity using the modified nail psoriasis severity index
  In: Frontiers in Medicine 12 (2025), Article No.: 1574413
  ISSN: 2296-858X
  DOI: 10.3389/fmed.2025.1574413
  BibTeX: Download

Conference Contributions

• Liu C., Fan F., Schwarz A., Maier A.:
  Anatomy-aware Data Augmentation for Multi-organ Segmentation in CT: AnatoMix
  German Conference on Medical Image Computing, 2025 (Regensburg, March 9, 2025 – March 11, 2025)
  In: Christoph Palm, Katharina Breininger, Thomas Deserno, Heinz Handels, Andreas Maier, Klaus H. Maier-Hein, Thomas M. Tolxdorff (ed.): Bildverarbeitung für die Medizin 2025. Proceedings, German Conference on Medical Image Computing, Regensburg March 09-11, 2025, Wiesbaden: 2025
  DOI: 10.1007/978-3-658-47422-5_29
  BibTeX: Download

2024

Journal Articles

• Schlereth M., Yalcin-Mutlu M., Utz J., Bayat S., Heimann T., Qiu J., Ehring C., Liu C., Uder M., Kleyer A., Simon D., Roemer F., Schett G., Breininger K., Fagni F.:
  Deep learning-based classification of erosion, synovitis and osteitis in hand MRI of patients with inflammatory arthritis
  In: RMD Open 10 (2024)
  ISSN: 2056-5933
  DOI: 10.1136/rmdopen-2024-004273
  BibTeX: Download
• Liu C., Klein L., Huang Y., Baader E., Lell MM., Kachelrieß M., Maier A.:
  Two-view topogram-based anatomy-guided CT reconstruction for prospective risk minimization
  In: Scientific Reports 14 (2024), p. 1-11
  ISSN: 2045-2322
  DOI: 10.1038/s41598-024-59731-y
  URL: https://www.nature.com/articles/s41598-024-59731-y
  BibTeX: Download

Conference Contributions

• Wang T., Liu C., Rist L., Maier A.:
  Multi-organ Segmentation in CT from Partially Annotated Datasets using Disentangled Learning
  German Conference on Medical Image Computing, BVM 2024 (Erlangen, March 10, 2024 – March 12, 2024)
  In: Andreas Maier, Thomas M. Deserno, Heinz Handels, Klaus Maier-Hein, Christoph Palm, Thomas Tolxdorff (ed.): Bildverarbeitung für die Medizin 2024. BVM 2024, Wiesbaden: 2024
  DOI: 10.1007/978-3-658-44037-4_76
  BibTeX: Download
• Liu C., Fan F., Schwarz A., Maier A.:
  Cut to the Mix: Simple Data Augmentation Outperforms Elaborate Ones in Limited Organ Segmentation Datasets
  27th International Conference on Medical Image Computing and Computer-Assisted Intervention, MICCAI 2024 (Marrakesh, MAR, October 6, 2024 – October 10, 2024)
  In: Marius George Linguraru, Qi Dou, Aasa Feragen, Stamatia Giannarou, Ben Glocker, Karim Lekadir, Julia A. Schnabel (ed.): Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics) 2024
  DOI: 10.1007/978-3-031-72111-3_14
  BibTeX: Download

2023

Journal Articles

• Hertel M., Liu C., Song H., Golatta M., Kappler S., Nanke R., Radicke M., Maier A., Rose G.:
  Clinical prototype implementation enabling an improved day-to-day mammography compression
  In: Physica Medica 106 (2023), Article No.: 102524
  ISSN: 1120-1797
  DOI: 10.1016/j.ejmp.2023.102524
  BibTeX: Download

Conference Contributions

• Qiu J., Wilm F., Öttl M., Schlereth M., Liu C., Heimann T., Aubreville M., Breininger K.:
  Adaptive Region Selection for Active Learning in Whole Slide Image Semantic Segmentation
  In: The 26th International Conference on Medical Image Computing and Computer Assisted Intervention (MICCAI 2023) 2023
  DOI: 10.48550/arXiv.2307.07168
  BibTeX: Download
• Liu C., Denzinger F., Folle L., Qiu J., Klein L., Maier J., Kachelrieb M., Lell M., Maier A.:
  Whole-Body Multi-Organ Segmentation Using Anatomical Attention
  20th IEEE International Symposium on Biomedical Imaging, ISBI 2023 (Cartagena, COL, April 18, 2023 – April 21, 2023)
  In: Proceedings – International Symposium on Biomedical Imaging 2023
  DOI: 10.1109/ISBI53787.2023.10230529
  BibTeX: Download

2022

Journal Articles

• Klein L., Liu C., Steidel J., Enzmann L., Knaup M., Sawall S., Maier A., Lell M., Maier J., Kachelriess M.:
  Patient-specific radiation risk-based tube current modulation for diagnostic CT
  In: Medical Physics (2022)
  ISSN: 0094-2405
  DOI: 10.1002/mp.15673
  BibTeX: Download

Book Contributions

• Song H., Liu C., Folle L., Maier A.:
  Multi-organ Segmentation with Partially Annotated Datasets
  In: Bildverarbeitung für die Medizin 2022, Wiesbaden: Springer Vieweg, 2022, p. 216-221
  ISBN: 9783658369316
  DOI: 10.1007/978-3-658-36932-3_46
  BibTeX: Download

Conference Contributions

• Klein L., Enzmann L., Byl A., Liu C., Sawall S., Maier A., Maier J., Lell M., Kachelrieß M.:
  Organ-Specific vs. Patient Risk-Specific Tube Current Modulation in Thorax CT Scans Covering the Female Breast
  7th International Conference on Image Formation in X-Ray Computed Tomography (Virtual, Online, June 12, 2022 – June 16, 2022)
  In: Joseph Webster Stayman (ed.): Proceedings of SPIE – The International Society for Optical Engineering 2022
  DOI: 10.1117/12.2646582
  BibTeX: Download

2021

Conference Contributions

• Folle L., Liu C., Simon D., Meinderink T., Liphardt AM., Krönke G., Schett G., Maier A., Kleyer A.:
  Differential diagnosis of RA and PsA using neural networks on 3D bone shape of finger joints
  EULAR 2021 Congress (Paris, June 2, 2021 – June 5, 2021)
  In: Annals of the Rheumatic Diseases 2021 2021
  DOI: 10.1136/annrheumdis-2021-eular.383
  URL: https://ard.bmj.com/content/80/Suppl_1/86
  BibTeX: Download

2020

Conference Contributions

• Liu C., Huang Y., Maier J., Klein L., Kachelriess M., Maier A.:
  Robustness Investigation on Deep Learning CT Reconstruction for Real-Time Dose Optimization
  2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (, October 31, 2020 – November 7, 2020)
  In: Robustness Investigation on Deep Learning CT Reconstruction for Real-Time Dose Optimization 2020
  BibTeX: Download