Oktay, Ozan

1. Attention U-Net: Learning Where to Look for the Pancreas
   2018/04/11 by Ozan Oktay, Jo Schlemper, Oktay, Ozan +21 · 231 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
2. Learning to Exploit Temporal Structure for Biomedical Vision-Language Processing
   2023/01/11 by Shruthi Bannur, Bannur, Shruthi, Stephanie L. Hyland +29 · 41 citations
   Computer Science · Biochemistry, Genetics and Molecular Biology · #Multimodal Machine Learning Applications #Topic Modeling #Biomedical Text Mining and Ontologies
3. Attention Gated Networks: Learning to Leverage Salient Regions in Medical Images
   2018/08/22 by Schlemper, Jo, Oktay, Ozan, Schaap, Michiel +4 · 14 citations
   #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
4. MAIRA-2: Grounded Radiology Report Generation
   2024/06/06 by Shruthi Bannur, Bannur, Shruthi, Kenza Bouzid +38 · 33 citations
   Medicine · Computer Science · Social Sciences · #Radiomics and Machine Learning in Medical Imaging #Topic Modeling #Computational and Text Analysis Methods
5. MAIRA-1: A specialised large multimodal model for radiology report generation
   2023/11/22 by Stephanie L. Hyland, Hyland, Stephanie L., Shruthi Bannur +27 · 17 citations
   Computer Science · Medicine · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Natural Language Processing Techniques #Radiomics and Machine Learning in Medical Imaging #Topic Modeling
6. 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 · 5 citations
   Computer Science · Medicine · #Advanced Neural Network Applications #Domain Adaptation and Few-Shot Learning #Fetal and Pediatric Neurological Disorders
7. Explainable Anatomical Shape Analysis through Deep Hierarchical\n Generative Models
   2019/06/28 by Carlo Alberto Biffi, Juan J. Cerrolaza, Biffi, Carlo +27 · 3 citations
   Computer Science · Engineering · #AI in cancer detection #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 #Medical Imaging and Analysis #electronic engineering #information engineering
8. Image-and-Spatial Transformer Networks for Structure-Guided Image Registration
   2019/07/22 by Matthew Chung Hai Lee, Lee, Matthew C. H., Ozan Oktay +7 · 3 citations
   Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Medical Imaging and Analysis
9. Exploring the Boundaries of GPT-4 in Radiology
   2023/10/23 by Qianchu Liu, Liu, Qianchu, Stephanie L. Hyland +35 · 4 citations
   Computer Science · Medicine · #Artificial Intelligence in Healthcare and Education #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Topic Modeling
10. Attention-Gated Networks for Improving Ultrasound Scan Plane Detection
    2018/04/15 by Schlemper, Jo, Oktay, Ozan, Chen, Liang +5 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
11. Learning Interpretable Anatomical Features Through Deep Generative Models: Application to Cardiac Remodeling
    2018/07/18 by Biffi, Carlo, Oktay, Ozan, Tarroni, Giacomo +9 · 2 citations
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
12. Automatic View Planning with Multi-scale Deep Reinforcement Learning\n Agents
    2018/06/08 by Amir Alansary, Loïc Le Folgoc, Alansary, Amir +25 · 1 citation
    Computer Science · Engineering · #Medical Image Segmentation Techniques #Advanced Neural Network Applications #Robotics and Sensor-Based Localization
13. Real-time Prediction of Segmentation Quality
    2018/06/16 by R. H. Robinson, Ozan Oktay, Robinson, Robert +37 · 1 citation
    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
14. Recurrent neural networks for aortic image sequence segmentation with sparse annotations
    2018/08/01 by Bai, Wenjia, Suzuki, Hideaki, Qin, Chen +4 · 1 citation
    #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences
15. Region-based Contrastive Pretraining for Medical Image Retrieval with Anatomic Query
    2023/05/09 by Ho Hin Lee, Lee, Ho Hin, Alberto Santamaría-Pang +11 · 1 citation
    Computer Science · Medicine · #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications #Radiomics and Machine Learning in Medical Imaging
16. No Fair Lunch: A Causal Perspective on Dataset Bias in Machine Learning for Medical Imaging
    2023/07/31 by Jones, Charles, Castro, Daniel C., Ribeiro, Fabio De Sousa +3 · 1 citation
    #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG)