Menze, Bjoern
- The RSNA-ASNR-MICCAI BraTS 2021 Benchmark on Brain Tumor Segmentation and Radiogenomic Classification
2021/07/05 by Ujjwal Baid, Satyam Ghodasara, Baid, Ujjwal +141 · 68 citations
Medicine · #Radiomics and Machine Learning in Medical Imaging #Glioma Diagnosis and Treatment #Medical Imaging Techniques and Applications
- A large annotated medical image dataset for the development and evaluation of segmentation algorithms
2019/02/25 by Amber L. Simpson, Michela Antonelli, Simpson, Amber L. +45 · 63 citations
Medicine · Computer Science · #COVID-19 diagnosis using AI #Advanced Neural Network Applications #Radiomics and Machine Learning in Medical Imaging
- Identifying the Best Machine Learning Algorithms for Brain Tumor Segmentation, Progression Assessment, and Overall Survival Prediction in the BRATS Challenge
2018/11/05 by Bakas, Spyridon, Reyes, Mauricio, Jakab, Andras +421 · 42 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Developing Generalist Foundation Models from a Multimodal Dataset for 3D Computed Tomography
2024/03/26 by Hamamci, Ibrahim Ethem, Er, Sezgin, Wang, Chenyu +27 · 37 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- The 2024 Brain Tumor Segmentation (BraTS) Challenge: Glioma Segmentation on Post-treatment MRI
2024/05/28 by de Verdier, Maria Correia, Saluja, Rachit, Gagnon, Louis +82 · 20 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- CT2Rep: Automated Radiology Report Generation for 3D Medical Imaging
2024/03/11 by İbrahim Ethem Hamamcı, Hamamci, Ibrahim Ethem, Sezgin Er +3 · 18 citations
Engineering · Medicine · #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 #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- The ASNR-MICCAI Brain Tumor Segmentation (BraTS) Challenge 2023: Intracranial Meningioma
2023/05/12 by Dominic LaBella, Maruf Adewole, LaBella, Dominic +117 · 11 citations
Medicine · #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Glioma Diagnosis and Treatment #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Meningioma and schwannoma management #Traumatic Brain Injury and Neurovascular Disturbances
- GenerateCT: Text-Conditional Generation of 3D Chest CT Volumes
2023/05/25 by Hamamci, Ibrahim Ethem, Er, Sezgin, Sekuboyina, Anjany +13 · 11 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Relationformer: A Unified Framework for Image-to-Graph Generation
2022/03/19 by Shit, Suprosanna, Koner, Rajat, Wittmann, Bastian +8 · 8 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- The TopCoW Challenge -- Topology-Aware Circle of Willis Segmentation for CT and MR Angiography
2023/12/29 by Kaiyuan Yang, Yang, Kaiyuan, Fabio Musio +225 · 12 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #cs.CV #cs.LG #q-bio.QM #q-bio.TO
- The Brain Tumor Sequence Registration (BraTS-Reg) Challenge: Establishing Correspondence Between Pre-Operative and Follow-up MRI Scans of Diffuse Glioma Patients
2021/12/13 by Baheti, Bhakti, Chakrabarty, Satrajit, Akbari, Hamed +70 · 7 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Topologically faithful image segmentation via induced matching of persistence barcodes
2022/11/28 by Nico Stucki, Stucki, Nico, Johannes C. Paetzold +7 · 6 citations
Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #Digital Image Processing Techniques #FOS: Computer and information sciences #Machine Learning (cs.LG) #Medical Image Segmentation Techniques #Topological and Geometric Data Analysis
- The Brain Tumor Segmentation (BraTS) Challenge 2023: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs)
2023/05/26 by Anahita Fathi Kazerooni, Nastaran Khalili, Kazerooni, Anahita Fathi +132 · 6 citations
Medicine · #Glioma Diagnosis and Treatment #Radiomics and Machine Learning in Medical Imaging #Radiation Therapy and Dosimetry
- Common Limitations of Image Processing Metrics:A Picture Story
2021/04/12 by Annika Reinke, Reinke, Annika, Minu D. Tizabi +124 · 4 citations
Computer Science · Medicine · #Advanced Neural Network Applications #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 #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- MultiMedEval: A Benchmark and a Toolkit for Evaluating Medical Vision-Language Models
2024/02/14 by Corentin Royer, Royer, Corentin, Bjoern Menze +3 · 6 citations
Biochemistry, Genetics and Molecular Biology · #Biomedical Text Mining and Ontologies #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- MedShapeNet -- A Large-Scale Dataset of 3D Medical Shapes for Computer Vision
2023/08/30 by Li, Jianning, Zhou, Zongwei, Yang, Jiancheng +154 · 5 citations
#68T01 #Computer Vision and Pattern Recognition (cs.CV) #Databases (cs.DB) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- A Computed Tomography Vertebral Segmentation Dataset with Anatomical Variations and Multi-Vendor Scanner Data
2021/03/10 by Liebl, Hans, Schinz, David, Sekuboyina, Anjany +13 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Why is the winner the best?
2023/03/30 by Eisenmann, Matthias, Reinke, Annika, Weru, Vivienn +122 · 4 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- Energy Matching: Unifying Flow Matching and Energy-Based Models for Generative Modeling
2025/04/14 by Michał Balcerak, Michal Balcerak, Tamaz Amiranashvili +14 · 1 voice · 8 citations
Computer Science · Physics and Astronomy · Mathematics · #Generative Adversarial Networks and Image Synthesis #Model Reduction and Neural Networks #Tensor decomposition and applications
- Automatic Liver and Tumor Segmentation of CT and MRI Volumes using Cascaded Fully Convolutional Neural Networks
2017/02/20 by Christ, Patrick Ferdinand, Ettlinger, Florian, Grün, Felix +17 · 2 citations
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Diffusion-Based Hierarchical Multi-Label Object Detection to Analyze Panoramic Dental X-rays
2023/03/11 by Hamamci, Ibrahim Ethem, Er, Sezgin, Simsar, Enis +5 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- The Brain Tumor Segmentation (BraTS) Challenge 2023: Brain MR Image Synthesis for Tumor Segmentation (BraSyn)
2023/05/15 by Hongwei Li, Gian Marco Conte, Li, Hongwei Bran +125 · 3 citations
Computer Science · Neuroscience · #Advanced Neural Network Applications #Brain Tumor Detection and Classification #Medical Image Segmentation Techniques
- BraTS-PEDs: Results of the Multi-Consortium International Pediatric Brain Tumor Segmentation Challenge 2023
2024/07/11 by Anahita Fathi Kazerooni, Nastaran Khalili, Kazerooni, Anahita Fathi +156 · 4 citations
Medicine · #Radiomics and Machine Learning in Medical Imaging #Glioma Diagnosis and Treatment #Medical Imaging Techniques and Applications
- The Brain Tumor Segmentation in Pediatrics (BraTS-PEDs) Challenge: Focus on Pediatrics (CBTN-CONNECT-DIPGR-ASNR-MICCAI BraTS-PEDs)
2024/04/23 by Anahita Fathi Kazerooni, Kazerooni, Anahita Fathi, Nastaran Khalili +137 · 4 citations
Pharmacology, Toxicology and Pharmaceutics · Medicine · #Chemical Reactions and Isotopes #Radiation Therapy and Dosimetry #Glioma Diagnosis and Treatment
- Face Super-Resolution Guided by 3D Facial Priors
2020/07/18 by Hu, Xiaobin, Ren, Wenqi, LaMaster, John +5 · 2 citations
#Artificial Intelligence (cs.AI) #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) #electronic engineering #information engineering
- FedCostWAvg: A new averaging for better Federated Learning
2021/11/16 by Mächler, Leon, Ezhov, Ivan, Kofler, Florian +5 · 2 citations
#FOS: Computer and information sciences #Machine Learning (cs.LG)
- Learn-Morph-Infer: a new way of solving the inverse problem for brain tumor modeling
2021/11/07 by Ivan Ezhov, Ezhov, Ivan, Kevin Scibilia +27 · 2 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · Medicine · #Cell Image Analysis Techniques #Computational Engineering #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Finance #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Mathematical Biology Tumor Growth #Medical Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #and Science (cs.CE) #electronic engineering #information engineering
- Where is VALDO? VAscular Lesions Detection and segmentatiOn challenge at MICCAI 2021
2022/08/15 by Carole H. Sudre, Sudre, Carole H., Kimberlin Van Wijnen +95 · 2 citations
Neuroscience · Medicine · #Cerebrospinal fluid and hydrocephalus #Intracerebral and Subarachnoid Hemorrhage Research #Fetal and Pediatric Neurological Disorders
- Simulation-Based Segmentation of Blood Vessels in Cerebral 3D OCTA Images
2024/03/11 by Wittmann, Bastian, Glandorf, Lukas, Paetzold, Johannes C. +4 · 3 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- QUBIQ: Uncertainty Quantification for Biomedical Image Segmentation Challenge
2024/03/19 by Hongwei Bran, Li, Hongwei Bran, Fernando Navarro +154 · 3 citations
Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- ViT-AE++: Improving Vision Transformer Autoencoder for Self-supervised Medical Image Representations
2023/01/18 by Prabhakar, Chinmay, Li, Hongwei Bran, Yang, Jiancheng +3 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Physics-Regularized Multi-Modal Image Assimilation for Brain Tumor Localization
2024/09/30 by Michał Balcerak, Balcerak, Michal, Tamaz Amiranashvili +17 · 4 citations
Computer Science · Medicine · #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Advanced MRI Techniques and Applications
- FUNAvg: Federated Uncertainty Weighted Averaging for Datasets with Diverse Labels
2024/07/10 by Malte Tölle, Fernando Navarro, Tölle, Malte +9 · 3 citations
Computer Science · #Artificial Intelligence (cs.AI) #Bayesian Modeling and Causal Inference #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning and Data Classification #Statistical and Computational Modeling
- Individualizing Glioma Radiotherapy Planning by Optimization of Data and Physics-Informed Discrete Loss
2023/12/08 by Michał Balcerak, Balcerak, Michal, Jonas Weidner +17 · 3 citations
Mathematics · #Mathematical Biology Tumor Growth
- DENTEX Challenge 2023 Proceedings: Participant Short Papers
2023/05/30 by Hamamci, Ibrahim Ethem, Sezgin Er, Er, Sezgin +52 · 2 citations
Computer Science · Dentistry · Engineering · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Dental Radiography and Imaging #FOS: Computer and information sciences #Medical Imaging and Analysis
- vesselFM: A Foundation Model for Universal 3D Blood Vessel Segmentation
2024/11/26 by Bastian Wittmann, Wittmann, Bastian, Yannick Wattenberg +7 · 3 citations
Computer Science · Engineering · Medicine · #Medical Image Segmentation Techniques #Medical Imaging and Analysis #Retinal Imaging and Analysis
- Differential Diagnosis for Pancreatic Cysts in CT Scans Using Densely-Connected Convolutional Networks
2018/06/04 by Hongwei Li, Li, Hongwei, Kanru Lin +17 · 1 citation
Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Pancreatic and Hepatic Oncology Research
- Personalized Predictions of Glioblastoma Infiltration: Mathematical Models, Physics-Informed Neural Networks and Multimodal Scans
2023/11/28 by Zhang, Ray Zirui, Ivan Ezhov, Michał Balcerak +10 · 2 citations
Mathematics · Medicine · #35Q92 #92-08 #92C50 #FOS: Biological sciences #FOS: Computer and information sciences #FOS: Electrical engineering #Glioma Diagnosis and Treatment #I.2.6 #Image and Video Processing (eess.IV) #J.2 #J.3 #Machine Learning (cs.LG) #Mathematical Biology Tumor Growth #Quantitative Methods (q-bio.QM) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- A Learnable Prior Improves Inverse Tumor Growth Modeling
2024/03/07 by Weidner, Jonas, Ezhov, Ivan, Balcerak, Michal +11 · 2 citations
#Artificial Intelligence (cs.AI) #FOS: Computer and information sciences #FOS: Physical sciences #Medical Physics (physics.med-ph)
- The Federated Tumor Segmentation (FeTS) Challenge
2021/05/12 by Pati, Sarthak, Baid, Ujjwal, Zenk, Maximilian +29 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- GRAtt-VIS: Gated Residual Attention for Auto Rectifying Video Instance Segmentation
2023/05/26 by Tanveer Hannan, Hannan, Tanveer, Rajat Koner +13 · 2 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Multimodal Machine Learning Applications
- DeViDe: Faceted medical knowledge for improved medical vision-language pre-training
2024/04/04 by Luo, Haozhe, Zhou, Ziyu, Royer, Corentin +2 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Deep Quality Estimation: Creating Surrogate Models for Human Quality Ratings
2022/05/17 by Florian Kofler, Kofler, Florian, Ivan Ezhov +31 · 1 citation
Engineering · Medicine · #Advanced X-ray and CT Imaging #Artificial Intelligence (cs.AI) #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 Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- BraTS orchestrator : Democratizing and Disseminating state-of-the-art brain tumor image analysis
2025/06/13 by Florian Kofler, Marcel Rosier, Kofler, Florian +70 · 5 citations
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 #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Approaching Peak Ground Truth
2022/12/31 by Kofler, Florian, Wahle, Johannes, Ezhov, Ivan +15 · 1 citation
#Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)
- ISLES'24 - A Real-World Longitudinal Multimodal Stroke Dataset
2024/08/20 by Evamaria Olga Riedel, Ezequiel de la Rosa, Riedel, Evamaria Olga +36 · 2 citations
Medicine · #Acute Ischemic Stroke Management #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Stroke Rehabilitation and Recovery
- 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
- Adversarial Convolutional Networks with Weak Domain-Transfer for Multi-Sequence Cardiac MR Images Segmentation
2019/08/25 by Jingkun Chen, Chen, Jingkun, Hongwei Li +5 · 1 citation
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) #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Panoptica -- instance-wise evaluation of 3D semantic and instance segmentation maps
2023/12/05 by Kofler, Florian, Möller, Hendrik, Buchner, Josef A. +18 · 1 citation
#Artificial Intelligence (cs.AI) #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) #electronic engineering #information engineering
- Analysis of the 2024 BraTS Meningioma Radiotherapy Planning Automated Segmentation Challenge
2024/05/28 by Dominic LaBella, LaBella, Dominic, Abramova, Valeriia +161 · 1 citation
Computer Science · Engineering · Neuroscience · #Advanced Neural Network Applications #Artificial Intelligence (cs.AI) #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Machine Learning (cs.LG) #Medical Imaging and Analysis
- fastWDM3D: Fast and Accurate 3D Healthy Tissue Inpainting
2025/07/17 by Alicia Durrer, Durrer, Alicia, Florentin Bieder +9 · 2 citations
Engineering · #3D Shape Modeling and Analysis #Advanced Numerical Analysis Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Towards contrast- and pathology-agnostic clinical fetal brain MRI segmentation using SynthSeg
2025/04/14 by Shang, Ziyao, Kaandorp, Misha, Payette, Kelly +9 · 2 citations
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- ISLES'24: Final Infarct Prediction with Multimodal Imaging and Clinical Data. Where Do We Stand?
2024/08/20 by de la Rosa, Ezequiel, Su, Ruisheng, Reyes, Mauricio +37 · 1 citation
#Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Parametric shape models for vessels learned from segmentations via differentiable voxelization
2025/07/03 by Alina F. Dima, Dima, Alina F., Suprosanna Shit +19 · 1 voice · 1 citation
#cs.CV
- CADS: A Comprehensive Anatomical Dataset and Segmentation for Whole-Body Anatomy in Computed Tomography
2025/07/29 by Murong Xu, Tamaz Amiranashvili, Xu, Murong +62 · 2 citations
Engineering · Physics and Astronomy · Medicine · #Medical Imaging and Analysis #Advanced Radiotherapy Techniques #Radiomics and Machine Learning in Medical Imaging