Publications | IKIM MMLhttps://mml.kite.ume.de/publications/PublicationsHugoBlox Kit (https://hugoblox.com)en-usSat, 18 Jul 2026 00:00:00 +0000https://mml.kite.ume.de/media/icon_hu_4e40bb0fd0fe08ad.pngPublicationshttps://mml.kite.ume.de/publications/Can one model fit all? Evaluating foundation models for time series forecasting across clinical medicinehttps://mml.kite.ume.de/publications/pucher-can-2026/Thu, 01 Oct 2026 00:00:00 +0000https://mml.kite.ume.de/publications/pucher-can-2026/Extracting Medical Information From Unstructured Clinical Text Using Large Language Models to Enhance Health Care Interoperability: Proof-of-Concept Studyhttps://mml.kite.ume.de/publications/eryilmaz-extracting-2026/Wed, 01 Jul 2026 00:00:00 +0000https://mml.kite.ume.de/publications/eryilmaz-extracting-2026/Large language models enable prognostic stratification of cancer patients using real-world clinical noteshttps://mml.kite.ume.de/publications/kiermeyer-large-2026/Wed, 01 Jul 2026 00:00:00 +0000https://mml.kite.ume.de/publications/kiermeyer-large-2026/++nnU-Net: Scaling nnU-Net with Prefix-Based Data Augmentationhttps://mml.kite.ume.de/publications/santos-nnu-net-2026/Mon, 01 Jun 2026 00:00:00 +0000https://mml.kite.ume.de/publications/santos-nnu-net-2026/AI and Blood Banking: Predicting Transfusion Demand - A Systematic Review of Forecasting Approacheshttps://mml.kite.ume.de/publications/engelke-ai-2026/Mon, 01 Jun 2026 00:00:00 +0000https://mml.kite.ume.de/publications/engelke-ai-2026/Configurable Clinical Information Extraction with Agentic RAG: What Works, What Breaks, and Whyhttps://mml.kite.ume.de/publications/cinar-koras-configurable-2026/Mon, 01 Jun 2026 00:00:00 +0000https://mml.kite.ume.de/publications/cinar-koras-configurable-2026/Development and Clinical Validation of a Multimodal AI Framework to Predict Persistent Fever During Antibiotic Therapy in Hospitalized Patients with Cancerhttps://mml.kite.ume.de/publications/sauer-development-2026/Mon, 01 Jun 2026 00:00:00 +0000https://mml.kite.ume.de/publications/sauer-development-2026/Vessel branching patterns quantified by artificial intelligence as a novel prognostic biomarker in advanced renal cell carcinoma: A post-hoc analysis of the CM914 trial.https://mml.kite.ume.de/publications/timm-vessel-2026/Mon, 01 Jun 2026 00:00:00 +0000https://mml.kite.ume.de/publications/timm-vessel-2026/Automatic field-of-view planning for magnetic resonance shoulder imaging using Deep Learninghttps://mml.kite.ume.de/publications/quinsten-automatic-2026/Fri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/publications/quinsten-automatic-2026/Beyond Parameter Aggregation: Semantic Consensus for Federated Fine-Tuning of LLMshttps://mml.kite.ume.de/publications/abourayya-beyond-2026/Fri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/publications/abourayya-beyond-2026/Robustness of breast lesion segmentation under MRI undersampling improves with k-space-aware deep learninghttps://mml.kite.ume.de/publications/rotkopf-robustness-2026/Fri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/publications/rotkopf-robustness-2026/Salvage Radiotherapy Confers an Overall Survival Advantage in Biochemical Recurrence of Prostate Cancer: Evidence from the International PROMISE Registryhttps://mml.kite.ume.de/publications/guberina-salvage-2026/Fri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/publications/guberina-salvage-2026/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/Umsetzung der Leitlinienempfehlungen einer organprotektiven Therapie bei Menschen mit Typ-2-Diabetes und Herz-Kreislauf-Erkrankungen, Herzinsuffizienz oder Nierenerkrankungen: Erkenntnisse aus der Praxis einer deutschen Universitätsklinikhttps://mml.kite.ume.de/publications/suliman-umsetzung-2026/Fri, 01 May 2026 00:00:00 +0000https://mml.kite.ume.de/publications/suliman-umsetzung-2026/CellViT++: Energy-Efficient and Adaptive Cell Segmentation and Classification Using Foundation Modelshttps://mml.kite.ume.de/publications/horst-cellvit-2025/Wed, 01 Apr 2026 00:00:00 +0000https://mml.kite.ume.de/publications/horst-cellvit-2025/Choroidal vascularity across aging and the spectrum of age-related macular degeneration: an AI-based OCT studyhttps://mml.kite.ume.de/publications/vahldiek-choroidal-2026/Wed, 01 Apr 2026 00:00:00 +0000https://mml.kite.ume.de/publications/vahldiek-choroidal-2026/Explainable AI Predicts Hematoxicity from Cancer Treatment Using Multimodal Real-World Datahttps://mml.kite.ume.de/publications/keyl-explainable-2026/Wed, 01 Apr 2026 00:00:00 +0000https://mml.kite.ume.de/publications/keyl-explainable-2026/Generative Modeling of Complex-Valued Brain MRI Datahttps://mml.kite.ume.de/publications/schlimbach-generative-2026/Wed, 01 Apr 2026 00:00:00 +0000https://mml.kite.ume.de/publications/schlimbach-generative-2026/Screening for patients at risk for cardiac amyloidosis via electronic health records: A multicenter machine learning development and validation studyhttps://mml.kite.ume.de/publications/spielvogel-screening-2026/Wed, 01 Apr 2026 00:00:00 +0000https://mml.kite.ume.de/publications/spielvogel-screening-2026/Automated Tumor International Classification of Diseases Coding of Real-World Pathology Reports Using Self-Hosted Large Language Modelshttps://mml.kite.ume.de/publications/arzideh-automated-2026/Sun, 01 Mar 2026 00:00:00 +0000https://mml.kite.ume.de/publications/arzideh-automated-2026/AIANO: Enhancing Information Retrieval with AI-Augmented Annotationhttps://mml.kite.ume.de/publications/khattab-aiano-2026/Sun, 01 Feb 2026 00:00:00 +0000https://mml.kite.ume.de/publications/khattab-aiano-2026/Guidelines for Reporting Studies on Large Language Models in Radiology: An International Delphi Expert Surveyhttps://mml.kite.ume.de/publications/kottlors-guidelines-2026/Sun, 01 Feb 2026 00:00:00 +0000https://mml.kite.ume.de/publications/kottlors-guidelines-2026/Large language models for simplifying radiology reports: a systematic review and meta-analysis of patient, public, and clinician evaluationshttps://mml.kite.ume.de/publications/alabed-large-2026/Sun, 01 Feb 2026 00:00:00 +0000https://mml.kite.ume.de/publications/alabed-large-2026/Less Finetuning, Better Retrieval: Rethinking LLM Adaptation for Biomedical Retrievers via Synthetic Data and Model Merginghttps://mml.kite.ume.de/publications/khattab-less-2026/Sun, 01 Feb 2026 00:00:00 +0000https://mml.kite.ume.de/publications/khattab-less-2026/Reporting checklist for foundation and large language models in medical research (REFINE): an international consensus guidelinehttps://mml.kite.ume.de/publications/mese-reporting-2026/Sun, 01 Feb 2026 00:00:00 +0000https://mml.kite.ume.de/publications/mese-reporting-2026/Unified Causal Discovery and Missing Data Imputationhttps://mml.kite.ume.de/publications/mian-unified-2026/Sun, 01 Feb 2026 00:00:00 +0000https://mml.kite.ume.de/publications/mian-unified-2026/Achieving Over 10× Faster Sample Generation with Conditional Denoising Diffusionhttps://mml.kite.ume.de/publications/ferreira-achieving-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-achieving-2026/Contrastive virtual staining enhances deep learning-based PDAC subtyping from H&E-stained tissue coreshttps://mml.kite.ume.de/publications/fischer-contrastive-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/fischer-contrastive-2026/Deep Learning-derived Sarcopenia Marker Predicts Benefit from Anti-EGFR Therapy in Patients with RAS Wild-Type Metastatic Colorectal Cancerhttps://mml.kite.ume.de/publications/keyl-deep-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/keyl-deep-2026/Effects of a transformer-based AI-based application to support incontinence-associated dermatitis and pressure injury assessment, nursing care and documentation: Controlled pilot intervention studyhttps://mml.kite.ume.de/publications/pinnekamp-effects-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/pinnekamp-effects-2026/Efficient Complex-Valued Vision Transformers for MRI Classification Directly from k-Spacehttps://mml.kite.ume.de/publications/rempe-efficient-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/rempe-efficient-2026/Enforcing Anatomical Symmetry with Euclidean Distance Transforms for Low-Field MRI Bilateral Structure Segmentationhttps://mml.kite.ume.de/publications/marinov-enforcing-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/marinov-enforcing-2026/From screen to space: evaluating Siemens’ Cinematic Reality application for medical imaging on the Apple Vision Prohttps://mml.kite.ume.de/publications/luijten-screen-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/luijten-screen-2026/GRASPing Anatomy to Improve Pathology Segmentationhttps://mml.kite.ume.de/publications/li-grasping-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/li-grasping-2026/Implementation of guideline-recommended organ-protective therapy in people with type 2 diabetes and cardiovascular disease, heart failure, or kidney disease: real-world evidence from a German University Hospitalhttps://mml.kite.ume.de/publications/suliman-implementation-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/suliman-implementation-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/Not All Ensembles Are Equal: A Short Study on Moderate to Severe Traumatic Brain Injury Segmentation Methodshttps://mml.kite.ume.de/publications/marinov-not-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/marinov-not-2026/OmniMedSeg: A Large-Scale Standardized Benchmark for Interactive Medical Image Segmentationhttps://mml.kite.ume.de/publications/marinov-omnimedseg-2026/Thu, 01 Jan 2026 00:00:00 +0000https://mml.kite.ume.de/publications/marinov-omnimedseg-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/AutoPET Challenge on Fully Automated Lesion Segmentation in Oncologic PET/CT Imaging, Part 2: Domain Generalizationhttps://mml.kite.ume.de/publications/dexl-autopet-2025/Mon, 01 Dec 2025 00:00:00 +0000https://mml.kite.ume.de/publications/dexl-autopet-2025/International Retrospective Observational Study of Continual Learning for AI on Endotracheal Tube Placement from Chest Radiographshttps://mml.kite.ume.de/publications/chen-international-2025/Mon, 01 Dec 2025 00:00:00 +0000https://mml.kite.ume.de/publications/chen-international-2025/278P Genetic subtype prediction in diffuse gliomas with a vision transformer-based modelhttps://mml.kite.ume.de/publications/gundla-278p-2025/Sat, 01 Nov 2025 00:00:00 +0000https://mml.kite.ume.de/publications/gundla-278p-2025/Advancing Continuous Glucose Monitoring for Inpatient Clinical Decision Support: Individual Algorithmic Mean Absolute Relative Differencehttps://mml.kite.ume.de/publications/von-conta-advancing-2025/Sat, 01 Nov 2025 00:00:00 +0000https://mml.kite.ume.de/publications/von-conta-advancing-2025/Automated CT-based sarcopenia assessment for risk stratification of patients undergoing colorectal cancer resectionhttps://mml.kite.ume.de/publications/vogelsang-automated-2025/Sat, 01 Nov 2025 00:00:00 +0000https://mml.kite.ume.de/publications/vogelsang-automated-2025/Automated measurement of macular neovascularization lesion size in nAMD using AI segmentationhttps://mml.kite.ume.de/publications/vahldiek-automated-2025/Sat, 01 Nov 2025 00:00:00 +0000https://mml.kite.ume.de/publications/vahldiek-automated-2025/Iterative Begleitevaluation eines KI-Entwicklungsprojekts in der Pflege: Eine multizentrische, modifizierte Delphi-Studiehttps://mml.kite.ume.de/publications/tapp-herrenbruck-iterative-2025/Sat, 01 Nov 2025 00:00:00 +0000https://mml.kite.ume.de/publications/tapp-herrenbruck-iterative-2025/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/FHIR-Former: enhancing clinical predictions through Fast Healthcare Interoperability Resources and large language modelshttps://mml.kite.ume.de/publications/engelke-fhir-former-2025/Wed, 01 Oct 2025 00:00:00 +0000https://mml.kite.ume.de/publications/engelke-fhir-former-2025/Leveraging Sarcopenia index by automated CT body composition analysis for pan cancer prognostic stratificationhttps://mml.kite.ume.de/publications/borys-leveraging-2025/Wed, 01 Oct 2025 00:00:00 +0000https://mml.kite.ume.de/publications/borys-leveraging-2025/LiMeTrack: A lightweight biosample management platform for the multicenter SATURN3 consortiumhttps://mml.kite.ume.de/publications/heyl-limetrack-2025/Mon, 01 Sep 2025 00:00:00 +0000https://mml.kite.ume.de/publications/heyl-limetrack-2025/Characterizing and Predicting End-of-Life Patient Trajectories Using Routine Clinical Datahttps://mml.kite.ume.de/publications/bosserhoff-characterizing-2025/Fri, 01 Aug 2025 00:00:00 +0000https://mml.kite.ume.de/publications/bosserhoff-characterizing-2025/Controlled Pilot Intervention Study on the Effects of an AI-Based Application to Support Incontinence-Associated Dermatitis and Pressure Injury Assessment, Nursing Care and Documentation: Study Protocolhttps://mml.kite.ume.de/publications/pinnekamp-controlled-2025/Fri, 01 Aug 2025 00:00:00 +0000https://mml.kite.ume.de/publications/pinnekamp-controlled-2025/A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignmenthttps://mml.kite.ume.de/publications/corbeil-modular-2025/Tue, 01 Jul 2025 00:00:00 +0000https://mml.kite.ume.de/publications/corbeil-modular-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/Nursing-centered development of an AI-based decision support system in pressure ulcer and incontinence-associated dermatitis management - a mixed methods studyhttps://mml.kite.ume.de/publications/majjouti-nursing-centered-2025/Tue, 01 Jul 2025 00:00:00 +0000https://mml.kite.ume.de/publications/majjouti-nursing-centered-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/Towards Conditioning Clinical Text Generation for User Controlhttps://mml.kite.ume.de/publications/koras-towards-2025/Tue, 01 Jul 2025 00:00:00 +0000https://mml.kite.ume.de/publications/koras-towards-2025/An automated information extraction model for unstructured discharge letters using large language models and GPT-4https://mml.kite.ume.de/publications/siepmann-automated-2025/Sun, 01 Jun 2025 00:00:00 +0000https://mml.kite.ume.de/publications/siepmann-automated-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/Performing the HINTS-exam using a mixed-reality head-mounted display in patients with acute vestibular syndrome: a feasibility studyhttps://mml.kite.ume.de/publications/sadok-performing-2025/Thu, 01 May 2025 00:00:00 +0000https://mml.kite.ume.de/publications/sadok-performing-2025/Preliminary Evaluation of an Open-Source LLM for Lay Translation of German Clinical Documentshttps://mml.kite.ume.de/publications/pakull-preliminary-2025/Thu, 01 May 2025 00:00:00 +0000https://mml.kite.ume.de/publications/pakull-preliminary-2025/Accuracy and Reliability of Intermittent Scanning and Real-Time Continuous Glucose Monitoring Systems in Diabetes Emergencieshttps://mml.kite.ume.de/publications/van-baal-accuracy-2025/Tue, 01 Apr 2025 00:00:00 +0000https://mml.kite.ume.de/publications/van-baal-accuracy-2025/Aortic Vessel Tree Segmentation for Cardiovascular Diseases Treatment: Status Quohttps://mml.kite.ume.de/publications/jin-aortic-2025/Tue, 01 Apr 2025 00:00:00 +0000https://mml.kite.ume.de/publications/jin-aortic-2025/Evaluating the effectiveness of biomedical fine-tuning for large language models on clinical taskshttps://mml.kite.ume.de/publications/dorfner-evaluating-2025/Tue, 01 Apr 2025 00:00:00 +0000https://mml.kite.ume.de/publications/dorfner-evaluating-2025/PhaseGen: A Diffusion-Based Approach for Complex-Valued MRI Data Generationhttps://mml.kite.ume.de/publications/rempe-phasegen-2025/Tue, 01 Apr 2025 00:00:00 +0000https://mml.kite.ume.de/publications/rempe-phasegen-2025/Unlocking the potential of digital pathology: Novel baselines for compressionhttps://mml.kite.ume.de/publications/fischer-unlocking-2025/Tue, 01 Apr 2025 00:00:00 +0000https://mml.kite.ume.de/publications/fischer-unlocking-2025/Automated 3D-Body Composition Analysis as a Predictor of Survival in Patients With Idiopathic Pulmonary Fibrosishttps://mml.kite.ume.de/publications/salhofer-automated-2025/Sat, 01 Mar 2025 00:00:00 +0000https://mml.kite.ume.de/publications/salhofer-automated-2025/Cracking the PUMA Challenge in 24 Hours with CellViT++ and nnU-Nethttps://mml.kite.ume.de/publications/shahamiri-cracking-2025/Sat, 01 Mar 2025 00:00:00 +0000https://mml.kite.ume.de/publications/shahamiri-cracking-2025/Virtual reality support during systemic cancer therapy to improve anxiety/depressive symptoms and reduce toxicity in patients with gastrointestinal cancers—OncoVRhttps://mml.kite.ume.de/publications/kasper-virtual-2025/Sat, 01 Mar 2025 00:00:00 +0000https://mml.kite.ume.de/publications/kasper-virtual-2025/Decoding pan-cancer treatment outcomes using multimodal real-world data and explainable artificial intelligencehttps://mml.kite.ume.de/publications/keyl-decoding-2025/Sat, 01 Feb 2025 00:00:00 +0000https://mml.kite.ume.de/publications/keyl-decoding-2025/MeDiSumQA: Patient-Oriented Question-Answer Generation from Discharge Lettershttps://mml.kite.ume.de/publications/dada-medisumqa-2025/Sat, 01 Feb 2025 00:00:00 +0000https://mml.kite.ume.de/publications/dada-medisumqa-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/ABO-Blood Group Associates With Survival Outcomes in Patients With Metastatic Non-Small Cell Lung Cancer Treated With Pembrolizumab Monotherapyhttps://mml.kite.ume.de/publications/certa-abo-blood-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/certa-abo-blood-2025/Comparative Analysis of nnUNet and MedNeXt for Head and Neck Tumor Segmentation in MRI-Guided Radiotherapyhttps://mml.kite.ume.de/publications/moradi-comparative-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/moradi-comparative-2025/Evaluating Zero-Shot Foundation Models for Time Series Forecasting in Clinical Settings: A Simulation Study with Electronic Health Recordshttps://mml.kite.ume.de/publications/pucher-evaluating-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/pucher-evaluating-2025/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/Implementierung von künstlicher Intelligenz (KI) im Gesundheitswesen: Historische Entwicklung, aktuelle Technologien und Herausforderungenhttps://mml.kite.ume.de/publications/conta-implementierung-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/conta-implementierung-2025/Learned Image Compression for HE-Stained Histopathological Images via Stain Deconvolutionhttps://mml.kite.ume.de/publications/fischer-learned-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/fischer-learned-2025/msiFlow: automated workflows for reproducible and scalable multimodal mass spectrometry imaging and microscopy data analysishttps://mml.kite.ume.de/publications/spangenberg-msiflow-2025/Wed, 01 Jan 2025 00:00:00 +0000https://mml.kite.ume.de/publications/spangenberg-msiflow-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? 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imageshttps://mml.kite.ume.de/publications/raufeisen-cytonuke-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/raufeisen-cytonuke-2024/Deep Interactive Segmentation of Medical Images: A Systematic Review and Taxonomyhttps://mml.kite.ume.de/publications/marinov-deep-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/marinov-deep-2024/Designing and Implementing an Interactive Cloud Platform for Teaching Machine Learning with Medical Datahttps://mml.kite.ume.de/publications/jonske-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/jonske-2024/Designing and Implementing an Interactive Cloud Platform for Teaching Machine Learning with Medical Datahttps://mml.kite.ume.de/publications/jonske-designing-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/jonske-designing-2024/Enhanced Diagnostic Fidelity in Pathology Whole Slide Image Compression via Deep Learninghttps://mml.kite.ume.de/publications/fischer-enhanced-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/fischer-enhanced-2024/k-strip: A novel segmentation algorithm in k-space for the application of skull strippinghttps://mml.kite.ume.de/publications/rempe-k-strip-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/rempe-k-strip-2024/Multilingual Natural Language Processing Model for Radiology Reports -- The Summary is all you need!https://mml.kite.ume.de/publications/lindo-multilingual-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/lindo-multilingual-2024/Prognostic value of deep learning-derived body composition in advanced pancreatic cancer—a retrospective multicenter studyhttps://mml.kite.ume.de/publications/keyl-prognostic-2024/Mon, 01 Jan 2024 00:00:00 +0000https://mml.kite.ume.de/publications/keyl-prognostic-2024/Rethinking Annotator Simulation: Realistic Evaluation of Whole-Body PET Lesion 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00:00:00 +0000https://mml.kite.ume.de/publications/li-chatgpt-2023/Histology-based Prediction of Therapy Response to Neoadjuvant Chemotherapy for Esophageal and Esophagogastric Junction Adenocarcinomas Using Deep Learninghttps://mml.kite.ume.de/publications/horst-histology-based-2023/Wed, 01 Mar 2023 00:00:00 +0000https://mml.kite.ume.de/publications/horst-histology-based-2023/Mirror U-Net: Marrying Multimodal Fission with Multi-task Learning for Semantic Segmentation in Medical Imaginghttps://mml.kite.ume.de/publications/marinov-mirror-2023/Wed, 01 Mar 2023 00:00:00 +0000https://mml.kite.ume.de/publications/marinov-mirror-2023/A web-based radiomics module for image feature extraction for tumor characterizationhttps://mml.kite.ume.de/publications/huebner-web-based-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/huebner-web-based-2023/Challenges in Implementing the Local Node Infrastructure for a National Federated Machine Learning Network in Radiologyhttps://mml.kite.ume.de/publications/jacobs-challenges-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/jacobs-challenges-2023/Contrast Agent Dose Reduction in MRI Utilizing a Generative Adversarial Network in an Exploratory Animal Studyhttps://mml.kite.ume.de/publications/haubold-contrast-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/haubold-contrast-2023/Das Netzwerk Universitätsmedizin: Technisch-organisatorische Ansätze für Forschungsdatenplattformenhttps://mml.kite.ume.de/publications/heyder-netzwerk-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/heyder-netzwerk-2023/Evaluation of thresholding methods for the quantifcation of 68Ga‑PSMA‑11 PET molecular tumor volume and their efect on survival prediction in patients with advanced prostate cancer undergoing 177Lu‑PSMA‑617 radioligand therapyhttps://mml.kite.ume.de/publications/kim-evaluation-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/kim-evaluation-2023/FAM: Relative Flatness Aware Minimizationhttps://mml.kite.ume.de/publications/adilova-2023-fam/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/adilova-2023-fam/Lean Study Host: Towards an Automated Pipeline for Multi-Center Study Hostinghttps://mml.kite.ume.de/publications/heine-lean-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/heine-lean-2023/Model Generalizability Investigation for GFCE-MRI Synthesis in NPC Radiotherapy Using Multi-institutional Patient-based Data Normalizationhttps://mml.kite.ume.de/publications/li-model-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/li-model-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/Novel measures for the diagnosis of hepatic steatosis using contrast-enhanced computer tomography imageshttps://mml.kite.ume.de/publications/prinz-novel-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/prinz-novel-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/Prediction of Bone Marrow Biopsy Results From MRI in Multiple Myeloma Patients Using Deep Learning and Radiomicshttps://mml.kite.ume.de/publications/wennmann-prediction-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/wennmann-prediction-2023/The HoloLens in medicine: A systematic review and taxonomyhttps://mml.kite.ume.de/publications/gsaxner-hololens-2023/Sun, 01 Jan 2023 00:00:00 +0000https://mml.kite.ume.de/publications/gsaxner-hololens-2023/Current State of Community-Driven Radiological AI Deployment in Medical Imaginghttps://mml.kite.ume.de/publications/gupta-current-2022/Thu, 01 Dec 2022 00:00:00 +0000https://mml.kite.ume.de/publications/gupta-current-2022/Deep learning-based assessment of body composition and liver tumor burden for survival modeling in advanced colorectal cancerhttps://mml.kite.ume.de/publications/keyl-deep-2022/Fri, 25 Nov 2022 00:00:00 +0000https://mml.kite.ume.de/publications/keyl-deep-2022/Open-Source Skull Reconstruction with MONAIhttps://mml.kite.ume.de/publications/li-open-source-2022/Tue, 01 Nov 2022 00:00:00 +0000https://mml.kite.ume.de/publications/li-open-source-2022/'A net for everyone': fully personalized and unsupervised neural networks trained with longitudinal data from a single patienthttps://mml.kite.ume.de/publications/strack-net-2022/Sat, 01 Oct 2022 00:00:00 +0000https://mml.kite.ume.de/publications/strack-net-2022/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/Model Generalizability Investigation for GFCE-MRI Synthesis in Radiotherapy of NPC patients Using Multi-institutional Data and Patient-based Data Normalizationhttps://mml.kite.ume.de/publications/li-model-2022/Sat, 01 Oct 2022 00:00:00 +0000https://mml.kite.ume.de/publications/li-model-2022/Multimodal survival prediction in advanced pancreatic cancer using machine learninghttps://mml.kite.ume.de/publications/keyl-multimodal-2022/Sat, 01 Oct 2022 00:00:00 +0000https://mml.kite.ume.de/publications/keyl-multimodal-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/AutoPET Challenge: Combining nn-Unet with Swin UNETR Augmented by Maximum Intensity Projection Classifierhttps://mml.kite.ume.de/publications/heiliger-autopet-2022/Thu, 01 Sep 2022 00:00:00 +0000https://mml.kite.ume.de/publications/heiliger-autopet-2022/Biomarkers extracted by fully automated body composition analysis from chest CT correlate with SARS-CoV-2 outcome severityhttps://mml.kite.ume.de/publications/hosch-biomarkers-2022/Thu, 01 Sep 2022 00:00:00 +0000https://mml.kite.ume.de/publications/hosch-biomarkers-2022/The HoloLens in Medicine: A systematic Review and Taxonomyhttps://mml.kite.ume.de/publications/gsaxner-hololens-2022/Thu, 01 Sep 2022 00:00:00 +0000https://mml.kite.ume.de/publications/gsaxner-hololens-2022/Training beta-VAE by Aggregating a Learned Gaussian Posterior with a Decoupled Decoderhttps://mml.kite.ume.de/publications/li-training-2022/Thu, 01 Sep 2022 00:00:00 +0000https://mml.kite.ume.de/publications/li-training-2022/CT-derived body composition analysis could possibly replace DXA and BIA to monitor NET-patientshttps://mml.kite.ume.de/publications/kroll-ct-derived-2022/Mon, 01 Aug 2022 00:00:00 +0000https://mml.kite.ume.de/publications/kroll-ct-derived-2022/Low bone mineral density is a prognostic factor for elderly patients with HCC undergoing TACE: results from a multicenter studyhttps://mml.kite.ume.de/publications/muller-low-2022/Mon, 01 Aug 2022 00:00:00 +0000https://mml.kite.ume.de/publications/muller-low-2022/Artificial intelligence guided enhancement of digital PET: scans as fast as CT?https://mml.kite.ume.de/publications/hosch-artificial-2022/Fri, 01 Jul 2022 00:00:00 +0000https://mml.kite.ume.de/publications/hosch-artificial-2022/Deep Learning–based Assessment of Oncologic Outcomes from Natural Language Processing of Structured Radiology Reportshttps://mml.kite.ume.de/publications/fink-deep-2022/Fri, 01 Jul 2022 00:00:00 +0000https://mml.kite.ume.de/publications/fink-deep-2022/Deep Learning–driven classification of external DICOM studies for PACS archivinghttps://mml.kite.ume.de/publications/jonske-deep-2022/Fri, 01 Jul 2022 00:00:00 +0000https://mml.kite.ume.de/publications/jonske-deep-2022/GAN-based generation of realistic 3D data: A systematic review and taxonomyhttps://mml.kite.ume.de/publications/ferreira-gan-based-2022/Fri, 01 Jul 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-gan-based-2022/Metrics reloaded: Pitfalls and recommendations for image analysis validationhttps://mml.kite.ume.de/publications/maier-hein-metrics-2022/Wed, 01 Jun 2022 00:00:00 +0000https://mml.kite.ume.de/publications/maier-hein-metrics-2022/Quantification and reduction of cross-vendor variation in multicenter DWI MR imaging: results of the Cancer Core Europe imaging task forcehttps://mml.kite.ume.de/publications/sedlaczek-quantification-2022/Wed, 01 Jun 2022 00:00:00 +0000https://mml.kite.ume.de/publications/sedlaczek-quantification-2022/k-strip: A novel segmentation algorithm in k-space for the application of skull strippinghttps://mml.kite.ume.de/publications/rempe-k-strip-2022/Sun, 01 May 2022 00:00:00 +0000https://mml.kite.ume.de/publications/rempe-k-strip-2022/Medical Deep Learning – A systematic Meta-Reviewhttps://mml.kite.ume.de/publications/egger-medical-2022/Sun, 01 May 2022 00:00:00 +0000https://mml.kite.ume.de/publications/egger-medical-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/Pseudoprospective Paraclinical Interaction of Radiology Residents With a Deep Learning System for Prostate Cancer Detection: Experience, Performance, and Identification of the Need for Intermittent Recalibrationhttps://mml.kite.ume.de/publications/zhang-pseudoprospective-2022/Fri, 01 Apr 2022 00:00:00 +0000https://mml.kite.ume.de/publications/zhang-pseudoprospective-2022/Review of Disentanglement Approaches for Medical Applications: Towards Solving the Gordian Knot of Generative Models in Healthcarehttps://mml.kite.ume.de/publications/fragemann-review-2022/Tue, 01 Mar 2022 00:00:00 +0000https://mml.kite.ume.de/publications/fragemann-review-2022/Stochastic Modeling of Inhomogeneities in the Aortic Wall and Uncertainty Quantification using a Bayesian Encoder-Decoder Surrogatehttps://mml.kite.ume.de/publications/ranftl-stochastic-2022/Mon, 21 Feb 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ranftl-stochastic-2022/Sparse Convolutional Neural Networks for Medical Image Analysishttps://mml.kite.ume.de/publications/li-sparse-2022/Tue, 01 Feb 2022 00:00:00 +0000https://mml.kite.ume.de/publications/li-sparse-2022/Virtual Biopsy: Just an AI Software or a Medical Procedure?https://mml.kite.ume.de/publications/murray-virtual-2022/Tue, 01 Feb 2022 00:00:00 +0000https://mml.kite.ume.de/publications/murray-virtual-2022/AIMHI: Protecting Sensitive Data through Federated Co-Traininghttps://mml.kite.ume.de/publications/abourayya-aimhi-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/abourayya-aimhi-2022/AVT: Multicenter aortic vessel tree CTA dataset collection with ground truth segmentation maskshttps://mml.kite.ume.de/publications/radl-avt-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/radl-avt-2022/Beyond Medical Imaging-A Review of Multimodal Deep Learning in Radiologyhttps://mml.kite.ume.de/publications/heiliger-2022-beyond/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/heiliger-2022-beyond/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/CODEX Meets RACOON – A Concept for Collaborative Documentation of Clinical and Radiological COVID-19 Datahttps://mml.kite.ume.de/publications/schmidt-codex-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/schmidt-codex-2022/Combining deep learning and radiomics for automated, objective, comprehensive bone marrow characterization from whole-body MRI: a multicentric feasibility studyhttps://mml.kite.ume.de/publications/wennmann-combining-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/wennmann-combining-2022/Contrast Media Reduction in Computed Tomography With Deep Learning Using a Generative Adversarial Network in an Experimental Animal Studyhttps://mml.kite.ume.de/publications/haubold-contrast-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/haubold-contrast-2022/DICOM Whole Slide Imaging for Computational Pathology Research in Kaapana and the Joint Imaging Platformhttps://mml.kite.ume.de/publications/fischer-dicom-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/fischer-dicom-2022/Fine-tuning BERT Models for Summarizing German Radiology Findingshttps://mml.kite.ume.de/publications/liang-fine-tuning-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/liang-fine-tuning-2022/Generation of Synthetic Data: A Generative Adversarial Networks Approachhttps://mml.kite.ume.de/publications/ferreira-2022-generationsyntheticdata/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-2022-generationsyntheticdata/Generation of Synthetic Rat Brain MRI Scans with a 3D Enhanced Alpha Generative Adversarial Networkhttps://mml.kite.ume.de/publications/ferreira-2022-generationrat/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/ferreira-2022-generationrat/In Vivo Repeatability and Multiscanner Reproducibility of MRI Radiomics Features in Patients With Monoclonal Plasma Cell Disordershttps://mml.kite.ume.de/publications/wennmann-vivo-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/wennmann-vivo-2022/Introduction to Machine Learning: Definitions and Hybrid Imaging Applicationshttps://mml.kite.ume.de/publications/kleesiek-introduction-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/kleesiek-introduction-2022/Radiomics in Head and Neck Cancer Outcome Predictionshttps://mml.kite.ume.de/publications/goncalves-radiomics-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/goncalves-radiomics-2022/Structured Knowledge Graphs for Classifying Unseen Patterns in Radiographshttps://mml.kite.ume.de/publications/prabhakar-structured-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/prabhakar-structured-2022/Studierfenster: an Open Science Cloud-Based Medical Imaging Analysis Platformhttps://mml.kite.ume.de/publications/egger-studierfenster-2022/Sat, 01 Jan 2022 00:00:00 +0000https://mml.kite.ume.de/publications/egger-studierfenster-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/Vesseg: An Open-Source Tool for Deep Learning-Based Atherosclerotic Plaque Quantification in Histopathology Image.https://mml.kite.ume.de/publications/murray-vesseg-2021/Fri, 01 Oct 2021 00:00:00 +0000https://mml.kite.ume.de/publications/murray-vesseg-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/Discovering Digital Tumor Signatures—Using Latent Code Representations to Manipulate and Classify Liver Lesionshttps://mml.kite.ume.de/publications/kleesiek-discovering-2021/Tue, 01 Jun 2021 00:00:00 +0000https://mml.kite.ume.de/publications/kleesiek-discovering-2021/Computer-Aided Oral and Maxillofacial Surgery: Developments, Applications, and Future Perspectiveshttps://mml.kite.ume.de/publications/egger-computer-aided-2021/Wed, 05 May 2021 00:00:00 +0000https://mml.kite.ume.de/publications/egger-computer-aided-2021/The Federated Tumor Segmentation (FeTS) Challengehttps://mml.kite.ume.de/publications/pati-federated-2021/Sat, 01 May 2021 00:00:00 +0000https://mml.kite.ume.de/publications/pati-federated-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/Common Limitations of Image Processing Metrics: A Picture Storyhttps://mml.kite.ume.de/publications/reinke-common-2021/Thu, 01 Apr 2021 00:00:00 +0000https://mml.kite.ume.de/publications/reinke-common-2021/A Relational-learning Perspective to Multi-label Chest X-ray Classificationhttps://mml.kite.ume.de/publications/sekuboyina-relational-learning-2021/Mon, 01 Mar 2021 00:00:00 +0000https://mml.kite.ume.de/publications/sekuboyina-relational-learning-2021/A web client-based online DICOM browser and NRRD converter for Studierfensterhttps://mml.kite.ume.de/publications/bedoya-web-2021/Mon, 15 Feb 2021 00:00:00 +0000https://mml.kite.ume.de/publications/bedoya-web-2021/Adapting Bidirectional Encoder Representations from Transformers (BERT) to Assess Clinical Semantic Textual Similarity: Algorithm Development and Validation Studyhttps://mml.kite.ume.de/publications/kades-adapting-2021/Mon, 01 Feb 2021 00:00:00 +0000https://mml.kite.ume.de/publications/kades-adapting-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/A cloud-based centerline algorithm for Studierfensterhttps://mml.kite.ume.de/publications/dionysio-cloud-based-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/dionysio-cloud-based-2021/A patch-based-approach for aortic landmarkinghttps://mml.kite.ume.de/publications/schmied-patch-based-approach-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/schmied-patch-based-approach-2021/A review on patient-specific facial and cranial implant design using Artificial Intelligence (AI) techniqueshttps://mml.kite.ume.de/publications/memon-review-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/memon-review-2021/Ai-based aortic vessel tree segmentation for cardiovascular diseases treatment: status quohttps://mml.kite.ume.de/publications/jin-ai-based-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/jin-ai-based-2021/An online platform for automatic skull defect restoration and cranial implant designhttps://mml.kite.ume.de/publications/li-online-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-online-2021/Approaches to Uncertainty Quantification in Federated Deep Learninghttps://mml.kite.ume.de/publications/linsner-2021-approaches/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/linsner-2021-approaches/Augmented reality in oral and maxillofacial surgeryhttps://mml.kite.ume.de/publications/gsaxner-augmented-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/gsaxner-augmented-2021/AutoImplant 2020-first MICCAI challenge on automatic cranial implant designhttps://mml.kite.ume.de/publications/li-autoimplant-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-autoimplant-2021/Automated cross-sectional view selection in CT angiography of aortic dissections with uncertainty awareness and retrospective clinical annotationshttps://mml.kite.ume.de/publications/pepe-automated-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/pepe-automated-2021/Automatic skull defect restoration and cranial implant generation for cranioplastyhttps://mml.kite.ume.de/publications/li-automatic-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-automatic-2021/Deep learning and generative adversarial networks in oral and maxillofacial surgeryhttps://mml.kite.ume.de/publications/pepe-deep-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/pepe-deep-2021/Deep learning and particle filter-based aortic dissection vessel tree segmentationhttps://mml.kite.ume.de/publications/jin-deep-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/jin-deep-2021/Deep learning—a first meta-survey of selected reviews across scientific disciplines, their commonalities, challenges and research impacthttps://mml.kite.ume.de/publications/egger-deep-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/egger-deep-2021/Effects of Pre-Operative Risk Factors on Intensive Care Unit Length of Stay (ICU-LOS) in Major Oral and Maxillofacial Cancer Surgeryhttps://mml.kite.ume.de/publications/wallner-effects-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/wallner-effects-2021/FedBN: Federated Learning on Non-IID Features via Local Batch Normalizationhttps://mml.kite.ume.de/publications/li-2020-fedbn/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-2020-fedbn/Federated Learning from Small Datasetshttps://mml.kite.ume.de/publications/kamp-2021-federated/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/kamp-2021-federated/Holographic augmented reality for DIEP flap harvesthttps://mml.kite.ume.de/publications/wesselius-2021-holographic/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/wesselius-2021-holographic/Inside-out instrument tracking for surgical navigation in augmented realityhttps://mml.kite.ume.de/publications/gsaxner-inside-out-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/gsaxner-inside-out-2021/Künstliche Intelligenz in der onkologischen Radiologie: Ein (P)reviewhttps://mml.kite.ume.de/publications/bucher-kunstliche-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/bucher-kunstliche-2021/Learning to rearrange voxels in binary segmentation masks for smooth manifold triangulationhttps://mml.kite.ume.de/publications/li-learning-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-learning-2021/Medical image segmentation in oral-maxillofacial surgeryhttps://mml.kite.ume.de/publications/li-medical-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-medical-2021/MUG500+: Database of 500 high-resolution healthy human skulls and 29 craniotomy skulls and implantshttps://mml.kite.ume.de/publications/li-mug-500-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/li-mug-500-2021/Novelty Detection in Sequential Data by Informed Clustering and Modelinghttps://mml.kite.ume.de/publications/adilova-2021-novelty/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/adilova-2021-novelty/PCA-Skull: 3D Skull Shape Modelling Using Principal Component Analysishttps://mml.kite.ume.de/publications/yu-pca-skull-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/yu-pca-skull-2021/Radiomics in head and neck cancerhttps://mml.kite.ume.de/publications/goncalves-radiomics-2021/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/goncalves-radiomics-2021/Relative Flatness and Generalizationhttps://mml.kite.ume.de/publications/petzka-2021-relative/Fri, 01 Jan 2021 00:00:00 +0000https://mml.kite.ume.de/publications/petzka-2021-relative/SkullBreak/SkullFix–Dataset for automatic cranial implant design and a benchmark for volumetric shape learning 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