Machbarkeitsstudie zur CNN-basierten Identifikation und TICI-Klassifizierung zerebraler ischämischer Infarkte in DSA-Daten. - Maximilian Nielsen; Moritz Waldmann; Andreas Frölich; Jens Fiehler; René Werner (Bildverarbeitung für die Medizin, 2019)

Multi-scale fully convolutional neural networks for histopathology image segmentation: from nuclear aberrations to the global tissue architecture. - Rüdiger Schmitz; Frederic Madesta; Maximilian Nielsen; René Werner; Thomas Rösch (CoRR, 2019)

Skin Lesion Classification Using Ensembles of Multi-Resolution EfficientNets with Meta Data. - Nils Gessert; Maximilian Nielsen; Mohsin Shaikh; René Werner; Alexander Schlaefer (CoRR, 2019)

Time Matters: Handling Spatio-Temporal Perfusion Information for Automated TICI Scoring. - Maximilian Nielsen; Moritz Waldmann; Thilo Sentker; Andreas Frölich; Jens Fiehler; René Werner (MICCAI (6), 2020)

Abstract: Time Matters - Handling Spatio-temporal Perfusion Information for Automated Treatment in Cerebral Ischemia Scoring. - Maximilian Nielsen; Moritz Waldmann; Thilo Sentker; Andreas Frölich; Jens Fiehler; René Werner (Bildverarbeitung für die Medizin, 2021)

Multi-scale fully convolutional neural networks for histopathology image segmentation: From nuclear aberrations to the global tissue architecture. - Rüdiger Schmitz; Frederic Madesta; Maximilian Nielsen; Jenny Krause; Stefan Steurer; René Werner; Thomas Rösch (Medical Image Anal., 2021)

Label Efficient Classification in Liquid Biopsy Data by Self-supervision. - Hümeyra Husseini; Maximilian Nielsen; Klaus Pantel; Harriet Wikman; Sabine Riethdorf; René Werner (Bildverarbeitung für die Medizin, 2023)

Self-supervision for medical image classification: state-of-the-art performance with 100 labeled training samples per class. - Maximilian Nielsen; Laura Wenderoth; Thilo Sentker; René Werner (CoRR, 2023)

Surgical tool classification and localization: results and methods from the MICCAI 2022 SurgToolLoc challenge. - Aneeq Zia; Kiran Bhattacharyya; Xi Liu; Max Berniker; Ziheng Wang 003; Rogerio Nespolo; Satoshi Kondo; Satoshi Kasai; Kousuke Hirasawa; Bo Liu; David Austin; Yiheng Wang; et al. (CoRR, 2023)

Comparison of Framewise Video Classification in Laryngoscopies. - Ole Felber; Louis Bellmann; Philipp Breitfeld; Martin Petzoldt; Felix Rindt; René Werner; Maximilian Nielsen (Bildverarbeitung für die Medizin, 2025)

Transferable automatic hematological cell classification: Overcoming data limitations with self-supervised learning. - Laura Wenderoth; Anne-Marie Asemissen; Franziska Modemann; Maximilian Nielsen; René Werner (Comput. Methods Programs Biomed., 2025)

Cluster-based human-in-the-loop strategy for improving machine learning-based circulating tumor cell detection in liquid biopsy. - Hümeyra Husseini-Wüsthoff; Sabine Riethdorf; Andreas Schneeweiss; Andreas Trumpp; Klaus Pantel; Harriet Wikman; Maximilian Nielsen; René Werner (Patterns, 2025)