AI for Assistive Health Technologies

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1. Xinghao Wang; Marco Maass; Yuanheng Zhang; Chen Li; Xinyu Huang; Hongzan Sun; Marcin Grzegorzek

   Deep Learning Framework for Brain Age Prediction Integrating Gray Matter Structure and White Matter Microstructure

   In: Heinz Handels; Katharina Breininger; Thomas Deserno; Andreas Maier; Klaus Maier-Hein; Christoph Palm; Thomas Tolxdorff (Hrsg.). Bildverarbeitung für die Medizin 2026. German Conference on Medical Image Computing (BVM-2026), March 15-17, Lübeck, Germany, Pages 458-463, ISBN 978-3-658-51100-5, Springer Fachmedien Wiesbaden, 3/2026.

2. Szymon Sieciński; Muhammad Tausif Irshad; Md Abid Hasan; Rafał Doniec; Paweł Kostka; Ewaryst Tkacz; Marcin Grzegorzek

   Assessment of quality of electrocardiograms, seismocardiograms, and gyrocardiograms based on features derived from symmetric projection attractor reconstruction in healthy subjects

   In: Biomedical Signal Processing and Control (BSPC), Vol. 111, Page 108170, Elsevier, 1/2026.

3. Falco Lentzsch; Frédéric Li; Friederike Pagel; Margot Lau; Andrea Kock; Hanna Marie Röhling; Benedikt-Johannes Rothstein; Maciej Baranowski; Marco Maass; Hannes Hölzl; Sebastian Glande; Sebastian Mansow-Model; Ute Thyen; Marcin Grzegorzek

   A machine learning study highlighting the challenges of fidgety movement recognition using vision and inertial sensors

   In: Scientific Reports (Sci Rep), Vol. Scientific Reports volume 16, Article number: 459, Pages 1-16, Nature Publishing Group UK London, 2026.

4. Anna Kordowski; Ina Hohensee; Vivian Tetzlaff-Lelleck; Franziska Schmelter; Yves Laumonnier; Lennart Jablonski; Artur Piet; Anna Exner; Md Abid Hasan; Nicole Heßler; Yaser Hatem; Inke König; Marcin Grzegorzek; Christian Sina

   INDICATE-FH - Neue Wege in der Diagnostik und Therapie von Nahrungsmittelunverträglichkeiten - Technologische Neuerungen zur Verbesserung der Diagnostik und Therapie von Weizenunverträglichkeit

   12/2025.

5. Shange Wang; Lin Xu; Linshuai Zhang; Yujie Zhang; Chen Li; Marcin Grzegorzek; Jing Guo; Tao Jiang

   HHBSNet: a global channel–spatial attention and multi-scale dilated convolution network for automatic melasma segmentation

   In: Frontiers in Physiology, Vol. 16 - 2025, Frontiers Media SA, 11/2025.

6. Szymon Sieciński; Marcin Grzegorzek

   Evaluation of the linear and nonlinear classifiers for distinguishing between healthy subjects and patients with valvular heart diseases based on electrocardiograms, seismocardiograms, and gyrocardiograms

   In: Computer Methods and Programs in Biomedicine (CMPB), Vol. 271, Pages 108925-108925, Elsevier, 11/2025.

7. Rui Li; Tao Jiang; Hao Xu; Marcin Grzegorzek; Xiaoyan Li; Chen Li

   TGMT-FSL: Text-Guided Multi-task Framework for Few-Shot Learning of Histopathological Image Analysis

   In: Advanced Data Mining and Applications - 21st International Conference, ADMA 2025 - Proceedings. International Conference on Advanced Data Mining and Applications (ADMA-2025), October 22-24, Kyoto, Japan, Pages 408-418, Lecture Notes in Computer Science (LNCS), Vol. 16198, ISBN 978-981-95-3456-2, Springer Nature, Singapore, 10/2025.

8. Zhenwei Zhai; Chen Li; Zihao Wang; Marcin Grzegorzek; Lin Xu; Linshuai Zhang; Yujie Zhang; Pengfei Zeng; Ji Yin; Jing Guo; Tao Sun; Tao Jiang

   MEMI-DS: A Benchmark Melasma Image Dataset for Image Segmentation

   In: Advanced Data Mining and Applications - 21st International Conference, ADMA 2025 - Proceedings. International Conference on Advanced Data Mining and Applications (ADMA-2025), October 22-24, Kyoto, Japan, Pages 419-430, Lecture Notes in Computer Science (LNCS), Vol. 16198, ISBN 978-981-95-3456-2, Springer Nature, Singapore, 10/2025.

9. Xin Ma; Xiaona He; Yun Wang; Marcin Grzegorzek; Wenjie Long; Hongxi Chen; Fang Gao; Nan Mao; Xinyu Huang

   Role of biomarker SOCS1 in peritoneal dialysis-associated peritoneal fibrosis and immune infiltration based on machine learning screening

   In: Frontiers in Pharmacology, Vol. 16 - 2025, Frontiers Media SA, 10/2025.

10. Weihua Li; Xinghao Wang; Yiling Wang; Jiani Wang; Xinyu Huang; Marcin Grzegorzek; Qian Chen; Zhenchang Wang; Peng Zhang; Lirong Tang

    Dissecting the Causal Association Between Bulimia Nervosa and Structural Brain Abnormalities: A Two‐Sample Bidirectional Mendelian Randomization Study

    In: Brain and Behavior, Vol. 15, No. 9, Wiley, 9/2025.

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