Bernhard Kainz
- Attention U-Net: Learning Where to Look for the Pancreas
2018/04/11 by Ozan Oktay, Jo Schlemper, Oktay, Ozan +21 · 335 citations
Computer Science · Medicine · #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences
- Generalist Foundation Models from a Multimodal Dataset for 3D Computed Tomography
2024/03/26 by Ibrahim Ethem Hamamci, Sezgin Er, Hamamci, Ibrahim Ethem +57 · 2 voices · 58 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #cs.CV
- Estimating Categorical Counterfactuals via Deep Twin Networks
2021/09/04 by Athanasios Vlontzos, Vlontzos, Athanasios, Bernhard Kainz +3 · 1 voice · 3 citations
Computer Science · #Bayesian Modeling and Causal Inference #Explainable Artificial Intelligence (XAI)
- Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images
2018/08/22 by Jo Schlemper, Schlemper, Jo, Ozan Oktay +11 · 22 citations
Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Arc2Face: A Foundation Model for ID-Consistent Human Faces
2024/03/18 by Foivos Paraperas Papantoniou, Papantoniou, Foivos Paraperas, Alexandros Lattas +9 · 40 citations
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Face and Expression Recognition #Face recognition and analysis
- Natural Synthetic Anomalies for Self-Supervised Anomaly Detection and Localization
2021/09/30 by Hannah M. Schlüter, Jeremy Tan, Schlüter, Hannah M. +5 · 22 citations
Computer Science · Engineering · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image Processing Techniques and Applications
- SonoNet: Real-Time Detection and Localisation of Fetal Standard Scan\n Planes in Freehand Ultrasound
2016/12/16 by Christian F. Baumgartner, Konstantinos Kamnitsas, Baumgartner, Christian F. +14 · 7 citations
Medicine · Biochemistry, Genetics and Molecular Biology · Computer Science · #Fetal and Pediatric Neurological Disorders #Cleft Lip and Palate Research #Domain Adaptation and Few-Shot Learning
- CortexODE: Learning Cortical Surface Reconstruction by Neural ODEs
2022/02/16 by Qiang Ma, Liu Li, Ma, Qiang +9 · 10 citations
Engineering · Medicine · #3D Shape Modeling and Analysis #Advanced Neuroimaging Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Imaging and Analysis #electronic engineering #information engineering
- DeepCut: Object Segmentation from Bounding Box Annotations using\n Convolutional Neural Networks
2016/05/25 by Martin Rajchl, Rajchl, Martin, Matthew Chung Hai Lee +19 · 6 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Fetal and Pediatric Neurological Disorders
- Detecting Outliers with Poisson Image Interpolation
2021/07/06 by Jeremy Tan, Tan, Jeremy, Benjamin Hou +9 · 6 citations
Medicine · Computer Science · #COVID-19 diagnosis using AI #Streptococcal Infections and Treatments #Anomaly Detection Techniques and Applications
- D'ARTAGNAN: Counterfactual Video Generation
2022/06/03 by Hadrien Reynaud, Reynaud, Hadrien, Athanasios Vlontzos +11 · 6 citations
Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Machine Learning in Healthcare
- Human-level Performance On Automatic Head Biometrics In Fetal Ultrasound\n Using Fully Convolutional Neural Networks
2018/04/24 by Matthew Sinclair, Christian F. Baumgartner, Sinclair, Matthew +21 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Medicine · #Cleft Lip and Palate Research #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders
- Automatic View Planning with Multi-scale Deep Reinforcement Learning\n Agents
2018/06/08 by Amir Alansary, Alansary, Amir, Loïc Le Folgoc +25 · 3 citations
Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Robotics and Sensor-Based Localization
- 3D Reconstruction in Canonical Co-ordinate Space from Arbitrarily Oriented 2D Images
2017/09/19 by Benjamin Hou, Hou, Benjamin, Bishesh Khanal +17 · 3 citations
Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders #MRI in cancer diagnosis
- Computing CNN Loss and Gradients for Pose Estimation with Riemannian Geometry
2018/05/02 by Benjamin Hou, Nina Miolane, Hou, Benjamin +17 · 3 citations
Computer Science · Engineering · #Anatomy and Medical Technology #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Medical Imaging and Analysis
- Trade-offs in Fine-tuned Diffusion Models Between Accuracy and Interpretability
2023/03/31 by Mischa Dombrowski, Hadrien Reynaud, Dombrowski, Mischa +7 · 5 citations
Computer Science · Social Sciences · #Computational and Text Analysis Methods #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Topic Modeling
- Image Generation Diversity Issues and How to Tame Them
2024/11/25 by Mischa Dombrowski, Dombrowski, Mischa, Weitong Zhang +7 · 10 citations
Social Sciences · #Socioeconomic Development in MENA #Gender Diversity and Inequality
- PVR: Patch-to-Volume Reconstruction for Large Area Motion Correction of\n Fetal MRI
2016/11/22 by Amir Alansary, Bernhard Kainz, Alansary, Amir +20 · 2 citations
Medicine · #Fetal and Pediatric Neurological Disorders #Advanced MRI Techniques and Applications #Advanced Neuroimaging Techniques and Applications
- Ensembled Cold-Diffusion Restorations for Unsupervised Anomaly Detection
2024/07/09 by Sergio Naval Marimont, Vasilis Siomos, Marimont, Sergio Naval +9 · 5 citations
Computer Science · #Anomaly Detection Techniques and Applications
- Predicting Slice-to-Volume Transformation in Presence of Arbitrary Subject Motion
2017/02/28 by Benjamin Hou, Hou, Benjamin, Amir Alansary +15 · 3 citations
Medicine · Computer Science · #Fetal and Pediatric Neurological Disorders #Domain Adaptation and Few-Shot Learning #Advanced Neuroimaging Techniques and Applications
- EchoNet-Synthetic: Privacy-preserving Video Generation for Safe Medical Data Sharing
2024/06/02 by Hadrien Reynaud, Qingjie Meng, Reynaud, Hadrien +13 · 8 citations
Computer Science · #Privacy-Preserving Technologies in Data #Advanced Steganography and Watermarking Techniques
- Ensembles of Multiple Models and Architectures for Robust Brain Tumour Segmentation
2017/11/04 by Konstantinos Kamnitsas, Wenjia Bai, Kamnitsas, Konstantinos +19 · 2 citations
Computer Science · Medicine · Neuroscience · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Zero-Shot Anomaly Detection with Pre-trained Segmentation Models
2023/06/15 by Matthew Baugh, James Batten, Baugh, Matthew +5 · 3 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Data-Driven Disease Surveillance #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Many tasks make light work: Learning to localise medical anomalies from multiple synthetic tasks
2023/07/03 by Matthew Baugh, Baugh, Matthew, Jeremy Tan +9 · 3 citations
Computer Science · Medicine · #Anomaly Detection Techniques and Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning in Healthcare
- Geomstats: A Python Package for Riemannian Geometry in Machine Learning
2020/04/07 by Nina Miolane, Miolane, Nina, Johan Mathe +34 · 2 citations
Computer Science · Mathematics · #Computational Physics and Python Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Software (cs.MS) #Morphological variations and asymmetry #Topological and Geometric Data Analysis
- CAS-Net: Conditional Atlas Generation and Brain Segmentation for Fetal MRI
2022/05/17 by Liu Li, Qiang Ma, Li, Liu +15 · 2 citations
Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Neonatal and fetal brain pathology #electronic engineering #information engineering
- Real-time Prediction of Segmentation Quality
2018/06/16 by R. H. Robinson, Ozan Oktay, Robinson, Robert +37 · 2 citations
Computer Science · Engineering · Medicine · #Advanced X-ray and CT Imaging #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging
- DISYRE: Diffusion-Inspired SYnthetic REstoration for Unsupervised Anomaly Detection
2023/11/26 by Sergio Naval Marimont, Matthew Baugh, Marimont, Sergio Naval +9 · 2 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning in Healthcare #electronic engineering #information engineering
- URCDM: Ultra-Resolution Image Synthesis in Histopathology
2024/07/18 by Sarah Cechnicka, Cechnicka, Sarah, J. Ball +15 · 3 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Realistic Data Enrichment for Robust Image Segmentation in Histopathology
2023/04/19 by Sarah Cechnicka, Cechnicka, Sarah, J. Ball +8 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Foreground-Background Separation through Concept Distillation from Generative Image Foundation Models
2022/12/29 by Mischa Dombrowski, Hadrien Reynaud, Dombrowski, Mischa +5 · 3 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Multimodal Machine Learning Applications
- LesionMix: A Lesion-Level Data Augmentation Method for Medical Image Segmentation
2023/08/17 by Berke Doga Basaran, Basaran, Berke Doga, Weitong Zhang +9 · 2 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Weakly Supervised Learning of Cortical Surface Reconstruction from Segmentations
2024/06/18 by Qiang Ma, Liu Li, Ma, Qiang +7 · 2 citations
Computer Science · Medicine · #Gaze Tracking and Assistive Technology #Retinal Imaging and Analysis
- Can non-specialists provide high quality gold standard labels in\n challenging modalities?
2021/07/30 by Samuel Budd, Budd, Samuel, Thomas A. Day +13 · 1 citation
Medicine · #Artificial Intelligence in Healthcare and Education #Colorectal Cancer Screening and Detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG)
- RATCHET: Medical Transformer for Chest X-ray Diagnosis and Reporting
2021/07/05 by Benjamin Hou, Hou, Benjamin, Georgios Kaissis +5 · 1 citation
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Topic Modeling
- Placenta Segmentation in Ultrasound Imaging: Addressing Sources of Uncertainty and Limited Field-of-View
2022/06/29 by Veronika A. Zimmer, Zimmer, Veronika A., Alberto Gómez +23 · 1 citation
Biochemistry, Genetics and Molecular Biology · Medicine · #Cleft Lip and Palate Research #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Fetal and Pediatric Neurological Disorders #Image and Video Processing (eess.IV) #Prenatal Screening and Diagnostics #electronic engineering #information engineering
- The Developing Human Connectome Project: A Fast Deep Learning-based Pipeline for Neonatal Cortical Surface Reconstruction
2024/05/14 by Qiang Ma, Ma, Qiang, Kaili Liang +15 · 1 voice · 1 citation
Computer Science · #Biometric Identification and Security
- Self-Supervised 3D Human Pose Estimation in Static Video Via Neural Rendering
2022/10/10 by Luca Schmidtke, Schmidtke, Luca, Benjamin Hou +5 · 1 citation
Computer Science · #Advanced Vision and Imaging #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Graphics (cs.GR) #Human Pose and Action Recognition #Video Surveillance and Tracking Methods
- Learning under Distributed Weak Supervision
2016/06/03 by Martin Rajchl, Matthew Chung Hai Lee, Rajchl, Martin +17 · 1 citation
Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Fetal and Pediatric Neurological Disorders
- NOVA: A Benchmark for Anomaly Localization and Clinical Reasoning in Brain MRI
2025/05/20 by Cosmin I. Bercea, Bercea, Cosmin I., Jun Li +29 · 1 voice · 3 citations
Computer Science · Engineering · #Anomaly Detection Techniques and Applications #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Multimodal Machine Learning Applications #cs.AI #cs.CV #cs.LG #eess.IV #electronic engineering #information engineering
- Image Distillation for Safe Data Sharing in Histopathology
2024/06/19 by Zhe Li, Bernhard Kainz, Li, Zhe +1 · 3 citations
Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Better Tokens for Better 3D: Advancing Vision-Language Modeling in 3D Medical Imaging
2025/10/23 by İbrahim Ethem Hamamcı, Sezgin Er, Hamamci, Ibrahim Ethem +17 · 2 citations
Computer Science · #Multimodal Machine Learning Applications #Generative Adversarial Networks and Image Synthesis #Advanced Neural Network Applications
- Style-Extracting Diffusion Models for Semi-Supervised Histopathology Segmentation
2024/03/21 by Mathias Öttl, Frauke Wilm, Öttl, Mathias +21 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
- Resource-efficient Medical Image Analysis with Self-adapting Forward-Forward Networks
2024/06/20 by Johanna P. Müller, Bernhard Kainz, Müller, Johanna P. +1 · 1 citation
Biochemistry, Genetics and Molecular Biology · Medicine · Neuroscience · #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #Cell Image Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications
- CTFlow: Video-Inspired Latent Flow Matching for 3D CT Synthesis
2025/08/18 by Jiayi Wang, Wang, Jiayi, Hadrien Reynaud +5 · 1 citation
Computer Science · #Generative Adversarial Networks and Image Synthesis #Computer Graphics and Visualization Techniques
- Universal Topology Refinement for Medical Image Segmentation with Polynomial Feature Synthesis
2024/09/15 by Chaoshun Li, Li, Liu, Hanchun Wang +13 · 1 citation
Computer Science · #Advanced Image and Video Retrieval Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image Retrieval and Classification Techniques #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #electronic engineering #information engineering
- Bias Assessment and Data Drift Detection in Medical Image Analysis: A Survey
2024/09/26 by Dombrowski, Mischa, Andrea Prenner, Bernhard Kainz +2 · 1 citation
Computer Science · #Anomaly Detection Techniques and Applications #Machine Learning and Data Classification #Data Stream Mining Techniques
- From Training to Deployment: Post-Hoc Causal Feature Identification via Sensitivity Ratios
2026/07/28 by Athanasios Vlontzos, Giorgos Papanastasiou, Bernhard Kainz +1
Computer Science · #cs.AI
- Entangled by Design: Spurious Intra-Variable Signal Routing in Tabular In-Context Learners
2026/07/28 by Athanasios Vlontzos, Giorgos Papanastasiou, Bernhard Kainz +1
Computer Science · #cs.AI