Constantin Seibold | IKIM MMLhttps://mml.kite.ume.de/authors/constantin-seibold/Constantin SeiboldHugoBlox Kit (https://hugoblox.com)en-usFri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/media/authors/constantin-seibold_hu_8445c5154e7bb61d.jpgConstantin Seiboldhttps://mml.kite.ume.de/authors/constantin-seibold/The autoPET3 Challenge: Automated Lesion Segmentation in Whole-Body PET/CT – Multitracer Multicenter Generalizationhttps://mml.kite.ume.de/publications/dexl-autopet3-2026/Fri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/publications/dexl-autopet3-2026/Improving Medical Visual Instruction Tuning with Labeled Datasetshttps://mml.kite.ume.de/publications/dada-improving-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/dada-improving-2026/Region-Normalized DPO for Medical Image Segmentation under Noisy Judgeshttps://mml.kite.ume.de/publications/kalisch-region-normalized-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/kalisch-region-normalized-2026/CT-GRAPH: Hierarchical Graph Attention Network for Anatomy-Guided CT Report Generationhttps://mml.kite.ume.de/publications/kalisch-ct-graph-2025/Wed, 01 Oct 2025 00:00:00 +0000https://mml.kite.ume.de/publications/kalisch-ct-graph-2025/Does Biomedical Training Lead to Better Medical Performance?https://mml.kite.ume.de/publications/dada-does-2025/Tue, 01 Jul 2025 00:00:00 +0000https://mml.kite.ume.de/publications/dada-does-2025/Three-Dimensional Quantification of Macular OCT Alterations Improves the Diagnostic Performance of Artificial Intelligence Modelshttps://mml.kite.ume.de/publications/heine-three-dimensional-2025/Tue, 01 Jul 2025 00:00:00 +0000https://mml.kite.ume.de/publications/heine-three-dimensional-2025/De-identification of medical imaging data: a comprehensive tool for ensuring patient privacyhttps://mml.kite.ume.de/publications/rempe-deidentification-2025/Sun, 01 Jun 2025 00:00:00 +0000https://mml.kite.ume.de/publications/rempe-deidentification-2025/MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Visionhttps://mml.kite.ume.de/publications/li-medshapenet-2023/Sat, 01 Feb 2025 00:00:00 +0000https://mml.kite.ume.de/publications/li-medshapenet-2023/Foreign object segmentation in chest x-rays through anatomy-guided shape insertionhttps://mml.kite.ume.de/publications/seibold-foreign-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-foreign-2025/Spacewalker: Traversing Representation Spaces for Fast Interactive Exploration and Annotation of Unstructured Datahttps://mml.kite.ume.de/publications/heine-spacewalker-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/heine-spacewalker-2025/Three-Dimensional Quantification of Macular OCT Alterations Improves the Diagnostic Performance of Artificial Intelligence Modelshttps://mml.kite.ume.de/publications/heine-2025-three/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/heine-2025-three/Why does my medical AI look at pictures of birds? Exploring the efficacy of transfer learning across domain boundarieshttps://mml.kite.ume.de/publications/jonske-2025108634/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/jonske-2025108634/Every Component Counts: Rethinking the Measure of Success for Medical Semantic Segmentation in Multi-Instance Segmentation Taskshttps://mml.kite.ume.de/publications/jaus-every-2024/Tue, 01 Oct 2024 00:00:00 +0000https://mml.kite.ume.de/publications/jaus-every-2024/Towards Unifying Anatomy Segmentation: Automated Generation of a Full-Body CT Datasethttps://mml.kite.ume.de/publications/jaus-towards-2024/Tue, 01 Oct 2024 00:00:00 +0000https://mml.kite.ume.de/publications/jaus-towards-2024/Tumor likelihood estimation on MRI prostate data by utilizing k-Space informationhttps://mml.kite.ume.de/publications/rempe-tumor-2024/Sat, 01 Jun 2024 00:00:00 +0000https://mml.kite.ume.de/publications/rempe-tumor-2024/CLUE: A Clinical Language Understanding Evaluation for LLMshttps://mml.kite.ume.de/publications/dada-clue-2024/Mon, 01 Apr 2024 00:00:00 +0000https://mml.kite.ume.de/publications/dada-clue-2024/Anatomy-Guided Pathology Segmentationhttps://mml.kite.ume.de/publications/jaus-anatomy-guided-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/jaus-anatomy-guided-2024/Towards Unifying Anatomy Segmentation: Automated Generation of a Full-body CT Dataset via Knowledge Aggregation and Anatomical Guidelineshttps://mml.kite.ume.de/publications/jaus-towards-2023/Sat, 01 Jul 2023 00:00:00 +0000https://mml.kite.ume.de/publications/jaus-towards-2023/Accurate Fine-Grained Segmentation of Human Anatomy in Radiographs via Volumetric Pseudo-Labelinghttps://mml.kite.ume.de/publications/seibold-accurate-2023/Thu, 01 Jun 2023 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-accurate-2023/CellViT: Vision Transformers for Precise Cell Segmentation and Classificationhttps://mml.kite.ume.de/publications/horst-cellvit-2023/Thu, 01 Jun 2023 00:00:00 +0000https://mml.kite.ume.de/publications/horst-cellvit-2023/Valuing vicinity: Memory attention framework for context-based semantic segmentation in histopathologyhttps://mml.kite.ume.de/publications/ester-valuing-2023/Mon, 01 May 2023 00:00:00 +0000https://mml.kite.ume.de/publications/ester-valuing-2023/Multimodal Interactive Lung Lesion Segmentation: A Framework for Annotating PET/CT Images based on Physiological and Anatomical Cueshttps://mml.kite.ume.de/publications/hallitschke-multimodal-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/hallitschke-multimodal-2023/On the Impact of Cross-Domain Data on German Language Modelshttps://mml.kite.ume.de/publications/dada-2023-impact/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/dada-2023-impact/Detailed Annotations of Chest X-Rays via CT Projection for Report Understandinghttps://mml.kite.ume.de/publications/seibold-detailed-2022/Sat, 01 Oct 2022 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-detailed-2022/Valuing Vicinity: Memory attention framework for context-based semantic segmentation in histopathologyhttps://mml.kite.ume.de/publications/ester-valuing-2022/Sat, 01 Oct 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ester-valuing-2022/Jointly Optimized Deep Neural Networks to Synthesize Monoenergetic Images from Single-Energy CT Angiography for Improving Classification of Pulmonary Embolismhttps://mml.kite.ume.de/publications/fink-jointly-2022/Fri, 01 Apr 2022 00:00:00 +0000https://mml.kite.ume.de/publications/fink-jointly-2022/Breaking with Fixed Set Pathology Recognition Through Report-Guided Contrastive Traininghttps://mml.kite.ume.de/publications/seibold-breaking-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-breaking-2022/Reference-guided Pseudo-Label Generation for Medical Semantic Segmentationhttps://mml.kite.ume.de/publications/seibold-reference-guided-2021/Wed, 01 Dec 2021 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-reference-guided-2021/CT Angiography Clot Burden Score from Data Mining of Structured Reports for Pulmonary Embolismhttps://mml.kite.ume.de/publications/fink-ct-2021/Wed, 01 Sep 2021 00:00:00 +0000https://mml.kite.ume.de/publications/fink-ct-2021/A reporting and analysis framework for structured evaluation of COVID-19 clinical and imaging datahttps://mml.kite.ume.de/publications/salg-reporting-2021/Thu, 01 Apr 2021 00:00:00 +0000https://mml.kite.ume.de/publications/salg-reporting-2021/Prediction of low-keV monochromatic images from polyenergetic CT scans for improved automatic detection of pulmonary embolismhttps://mml.kite.ume.de/publications/seibold-prediction-2021/Mon, 01 Feb 2021 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-prediction-2021/Self-Guided Multiple Instance Learning for Weakly Supervised Thoracic DiseaseClassification and Localizationin Chest Radiographshttps://mml.kite.ume.de/publications/seibold-self-guided-2020/Sun, 01 Nov 2020 00:00:00 +0000https://mml.kite.ume.de/publications/seibold-self-guided-2020/