Dorit Merhof
- Medical Image Segmentation Review: The success of U-Net
2022/11/27 by Reza Azad, Azad, Reza, Ehsan Khodapanah Aghdam +18 · 1 voice · 68 citations
Computer Science · Engineering · Medicine · Neuroscience · #Brain Tumor Detection and Classification #Radiomics and Machine Learning in Medical Imaging #Retinal Imaging and Analysis #cs.CV #eess.IV
- Diffusion Models for Medical Image Analysis: A Comprehensive Survey
2022/11/14 by Amirhossein Kazerouni, Ehsan Khodapanah Aghdam, Kazerouni, Amirhossein +11 · 71 citations
Mathematics · Medicine · #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) #MRI in cancer diagnosis #Mathematical Biology Tumor Growth #electronic engineering #information engineering
- Medical Image Segmentation Review: The Success of U-Net
2024/08/21 by Reza Azad, Ehsan Khodapanah Aghdam, Amelie Rauland +8 · 71 citations
Medicine · #Radiomics and Machine Learning in Medical Imaging
- Implicit Neural Representation in Medical Imaging: A Comparative Survey
2023/07/30 by Amirali Molaei, Amirhossein Aminimehr, Molaei, Amirali +11 · 28 citations
Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Foundational Models in Medical Imaging: A Comprehensive Survey and Future Vision
2023/10/28 by Bobby Azad, Azad, Bobby, Reza Azad +11 · 23 citations
Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Modeling the Distribution of Normal Data in Pre-Trained Deep Features\n for Anomaly Detection
2020/05/28 by Oliver Rippel, Rippel, Oliver, Patrick Mertens +3 · 11 citations
Computer Science · Engineering · Medicine · #Anomaly Detection Techniques and Applications #Artificial Immune Systems Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Advances in Medical Image Analysis with Vision Transformers: A Comprehensive Review
2023/01/09 by Reza Azad, Azad, Reza, Amirhossein Kazerouni +15 · 11 citations
Medicine · Computer Science · #COVID-19 diagnosis using AI #Radiomics and Machine Learning in Medical Imaging #AI in cancer detection
- Overcoming Data Scarcity in Biomedical Imaging with a Foundational Multi-Task Model
2023/11/16 by Raphael Schäfer, Schäfer, Raphael, Till Nicke +15 · 13 citations
Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging
- INCODE: Implicit Neural Conditioning with Prior Knowledge Embeddings
2023/10/28 by Amirhossein Kazerouni, Kazerouni, Amirhossein, Reza Azad +7 · 9 citations
Computer Science · #Advanced Image Processing Techniques #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Image and Signal Denoising Methods #Medical Image Segmentation Techniques
- Loss Functions in the Era of Semantic Segmentation: A Survey and Outlook
2023/12/08 by Reza Azad, Moein Heidary, Azad, Reza +13 · 8 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- DAE-Former: Dual Attention-guided Efficient Transformer for Medical Image Segmentation
2022/12/27 by Reza Azad, Azad, Reza, René Arimond +7 · 6 citations
Computer Science · Engineering · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
- Touchstone Benchmark: Are We on the Right Way for Evaluating AI Algorithms for Medical Segmentation?
2024/11/06 by Pedro R. A. S. Bassi, Bassi, Pedro R. A. S., Wenxuan Li +103 · 16 citations
Engineering · Medicine · #Artificial Intelligence (cs.AI) #Artificial Intelligence in Healthcare and Education #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis
- Beyond Self-Attention: Deformable Large Kernel Attention for Medical Image Segmentation
2023/08/31 by Reza Azad, Leon Niggemeier, Azad, Reza +13 · 8 citations
Computer Science · Medicine · #AI in cancer detection #Advanced Neural Network Applications #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
- Continual Learning in Medical Image Analysis: A Comprehensive Review of Recent Advancements and Future Prospects
2023/12/28 by Pratibha Kumari, Kumari, Pratibha, Joohi Chauhan +8 · 7 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) #electronic engineering #information engineering
- Computation-Efficient Era: A Comprehensive Survey of State Space Models in Medical Image Analysis
2024/06/05 by Moein Heidari, Heidari, Moein, Sina Ghorbani Kolahi +19 · 5 citations
Computer Science · #Neural Networks and Applications
- Contextual Attention Network: Transformer Meets U-Net
2022/03/02 by Reza Azad, Azad, Reza, Moein Heidari +5 · 2 citations
Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using 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) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
- Enhancing Medical Image Segmentation with TransCeption: A Multi-Scale Feature Fusion Approach
2023/01/25 by Reza Azad, Yiwei Jia, Azad, Reza +7 · 2 citations
Computer Science · Medicine · #AI in cancer detection #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- Unsupervised Latent Stain Adaptation for Computational Pathology
2024/06/27 by Daniel Reisenbüchler, Lucas Luttner, Reisenbüchler, Daniel +7 · 3 citations
Computer Science · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Digital Imaging for Blood Diseases #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Laplacian-Former: Overcoming the Limitations of Vision Transformers in Local Texture Detection
2023/08/31 by Reza Azad, Amirhossein Kazerouni, Azad, Reza +11 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Cutaneous Melanoma Detection and Management #FOS: Computer and information sciences #Radiomics and Machine Learning in Medical Imaging
- DermoSegDiff: A Boundary-aware Segmentation Diffusion Model for Skin Lesion Delineation
2023/08/05 by Afshin Bozorgpour, Yousef Sadegheih, Bozorgpour, Afshin +7 · 2 citations
Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Cutaneous Melanoma Detection and Management #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Super-realtime facial landmark detection and shape fitting by deep regression of shape model parameters
2019/02/09 by Marcin Kopaczka, Kopaczka, Marcin, Justus Schock +3 · 1 citation
Computer Science · Engineering · #3D Shape Modeling and Analysis #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Face and Expression Recognition #Face recognition and analysis #Image and Video Processing (eess.IV) #electronic engineering #information engineering
- Self-supervised Semantic Segmentation: Consistency over Transformation
2023/08/31 by Sanaz Karimijafarbigloo, Karimijafarbigloo, Sanaz, Reza Azad +9 · 2 citations
Computer Science · Engineering · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging and Analysis #Radiomics and Machine Learning in Medical Imaging
- Leveraging Unlabeled Data for 3D Medical Image Segmentation through Self-Supervised Contrastive Learning
2023/11/21 by Sanaz Karimijafarbigloo, Reza Azad, Karimijafarbigloo, Sanaz +7 · 2 citations
Computer Science · Medicine · #Advanced Neural Network Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Medical Imaging Techniques and Applications #Radiomics and Machine Learning in Medical Imaging
- Tissue concepts: Supervised foundation models in computational pathology
2025/01/10 by Till Nicke, Raphael Schäfer, Henning Höfener +4 · 1 voice · 2 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #AI in cancer detection #Biomedical Text Mining and Ontologies #Cell Image Analysis Techniques
- Continual Domain Incremental Learning for Privacy-aware Digital Pathology
2024/09/10 by Pratibha Kumari, Daniel Reisenbüchler, Kumari, Pratibha +9 · 2 citations
Computer Science · #AI in cancer detection #Privacy-Preserving Technologies in Data #Face recognition and analysis
- MSA2Net: Multi-scale Adaptive Attention-guided Network for Medical Image Segmentation
2024/07/31 by Sina Ghorbani Kolahi, Kolahi, Sina Ghorbani, S. Kamal Chaharsooghi +13 · 2 citations
Computer Science · Medicine · Neuroscience · #Brain Tumor Detection and Classification #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #Image and Video Processing (eess.IV) #Medical Image Segmentation Techniques #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering