Krzysztof J. Geras

1. fastMRI: An Open Dataset and Benchmarks for Accelerated MRI
   2018/11/21 by Jure Žbontar, Zbontar, Jure, Florian Knöll +47 · 61 citations
   Medicine · #Advanced MRI Techniques and Applications #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #FOS: Electrical engineering #FOS: Physical sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Medical Imaging Techniques and Applications #Medical Physics (physics.med-ph) #Radiomics and Machine Learning in Medical Imaging #Signal Processing (eess.SP) #electronic engineering #information engineering
2. Deep Neural Networks Improve Radiologists' Performance in Breast Cancer Screening
   2019/03/20 by Nan Wu, Wu, Nan, Jason Phang +61 · 1 voice · 5 citations
   Computer Science · Mathematics · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #cs.CV #cs.LG #stat.ML
3. Do Deep Convolutional Nets Really Need to be Deep and Convolutional?
   2016/03/17 by Gregor Urban, Krzysztof J. Geras, Urban, Gregor +15 · 17 citations
   Computer Science · #Advanced Neural Network Applications #Machine Learning and Data Classification #Adversarial Robustness in Machine Learning
4. MedFuse: Multi-modal fusion with clinical time-series data and chest X-ray images
   2022/07/14 by Nasir Hayat, Hayat, Nasir, Krzysztof J. Geras +3 · 12 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) #Phonocardiography and Auscultation Techniques #electronic engineering #information engineering
5. Characterizing and overcoming the greedy nature of learning in multi-modal deep neural networks
   2022/02/10 by Nan Wu, Stanisław Jastrzȩbski, Wu, Nan +5 · 11 citations
   Computer Science · #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Hand Gesture Recognition Systems #Human Pose and Action Recognition #Machine Learning (cs.LG) #Multimodal Machine Learning Applications
6. Deep Neural Networks Improve Radiologists’ Performance in Breast Cancer Screening
   2020/04/01 by Nan Wu, Jason Phang, Jungkyu Park +29 · 5 citations
7. Catastrophic Fisher Explosion: Early Phase Fisher Matrix Impacts\n Generalization
   2020/12/28 by Stanisław Jastrzȩbski, Jastrzebski, Stanislaw, Devansh Arpit +15 · 4 citations
   Computer Science · #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and ELM #Neural Networks and Applications #Stochastic Gradient Optimization Techniques
8. Towards dynamic multi-modal phenotyping using chest radiographs and\n physiological data
   2021/11/04 by Nasir Hayat, Krzysztof J. Geras, Hayat, Nasir +3 · 2 citations
   Computer Science · Medicine · #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) #Machine Learning in Healthcare #Phonocardiography and Auscultation Techniques #electronic engineering #information engineering
9. COVID-19 Prognosis via Self-Supervised Representation Learning and Multi-Image Prediction
   2021/01/13 by Anuroop Sriram, Matthew J. Muckley, Sriram, Anuroop +17 · 1 citation
   Computer Science · Medicine · #COVID-19 diagnosis using AI #Computer Vision and Pattern Recognition (cs.CV) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare #Radiomics and Machine Learning in Medical Imaging
10. Differences between human and machine perception in medical diagnosis
    2020/11/28 by Taro Makino, Makino, Taro, Stanisław Jastrzȩbski +39 · 1 citation
    Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Computers and Society (cs.CY) #FOS: Computer and information sciences #FOS: Electrical engineering #Generative Adversarial Networks and Image Synthesis #Image and Video Processing (eess.IV) #Machine Learning (cs.LG) #Radiomics and Machine Learning in Medical Imaging #electronic engineering #information engineering
11. A Multi-Modal AI System for Screening Mammography: Integrating 2D and 3D Imaging to Improve Breast Cancer Detection in a Prospective Clinical Study
    2025/04/08 by Jungkyu Park, Jan Witowski, Park, Jungkyu +19 · 1 citation
    Computer Science · Medicine · #AI in cancer detection #Computer Vision and Pattern Recognition (cs.CV) #Digital Radiography and Breast Imaging #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