Michal Sofka

Publication Activity (10 Years)

Years Active: 2006-2023
Publications (10 Years): 15

Top Topics

Deformable Image Registration

Network Traffic

Pulmonary Embolism

Reinforcement Learning

Top Venues

Publications

Bo Zhou, Jo Schlemper, Neel Dey, Seyed Sadegh Mohseni Salehi, Kevin N. Sheth, Chi Liu, James S. Duncan, Michal Sofka
Dual-Domain Self-Supervised Learning for Accelerated Non-Cartesian MRI Reconstruction. CoRR (2023)
Bo Zhou, Neel Dey, Jo Schlemper, Seyed Sadegh Mohseni Salehi, Chi Liu, James S. Duncan, Michal Sofka
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction. WACV (2023)
Neel Dey, Jo Schlemper, Seyed Sadegh Mohseni Salehi, Bo Zhou, Guido Gerig, Michal Sofka
ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration. MICCAI (6) (2022)
Bo Zhou, Jo Schlemper, Neel Dey, Seyed Sadegh Mohseni Salehi, Chi Liu, James S. Duncan, Michal Sofka
DSFormer: A Dual-domain Self-supervised Transformer for Accelerated Multi-contrast MRI Reconstruction. CoRR (2022)
Bo Zhou, Jo Schlemper, Neel Dey, Seyed Sadegh Mohseni Salehi, Kevin N. Sheth, Chi Liu, James S. Duncan, Michal Sofka
Dual-domain self-supervised learning for accelerated non-Cartesian MRI reconstruction. Medical Image Anal. 81 (2022)
Neel Dey, Jo Schlemper, Seyed Sadegh Mohseni Salehi, Bo Zhou, Guido Gerig, Michal Sofka
ContraReg: Contrastive Learning of Multi-modality Unsupervised Deformable Image Registration. CoRR (2022)
Jo Schlemper, Seyed Sadegh Mohseni Salehi, Prantik Kundu, Carole Lazarus, Hadrien Dyvorne, Daniel Rueckert, Michal Sofka
Nonuniform Variational Network: Deep Learning for Accelerated Nonuniform MR Image Reconstruction. MICCAI (3) (2019)
Fausto Milletari, Vighnesh Birodkar, Michal Sofka
Straight to the Point: Reinforcement Learning for User Guidance in Ultrasound. SUSI/PIPPI@MICCAI (2019)
Fausto Milletari, Vighnesh Birodkar, Michal Sofka
Straight to the point: reinforcement learning for user guidance in ultrasound. CoRR (2019)
Vojtech Franc, Ondrej Fikar, Karel Bartos, Michal Sofka
Learning data discretization via convex optimization. Mach. Learn. 107 (2) (2018)
Lukás Machlica, Karel Bartos, Michal Sofka
Learning detectors of malicious web requests for intrusion detection in network traffic. CoRR (2017)
Fausto Milletari, Alex Rothberg, Jimmy Jia, Michal Sofka
Integrating Statistical Prior Knowledge into Convolutional Neural Networks. MICCAI (1) (2017)
Michal Sofka, Fausto Milletari, Jimmy Jia, Alex Rothberg
Fully Convolutional Regression Network for Accurate Detection of Measurement Points. DLMIA/ML-CDS@MICCAI (2017)
Karel Bartos, Michal Sofka, Vojtech Franc
Learning Invariant Representation for Malicious Network Traffic Detection. ECAI (2016)
Karel Bartos, Michal Sofka, Vojtech Franc
Optimized Invariant Representation of Network Traffic for Detecting Unseen Malware Variants. USENIX Security Symposium (2016)
Karel Bartos, Michal Sofka
Robust Representation for Domain Adaptation in Network Security. ECML/PKDD (3) (2015)
Vojtech Franc, Michal Sofka, Karel Bartos
Learning Detector of Malicious Network Traffic from Weak Labels. ECML/PKDD (3) (2015)
Neil Birkbeck, Timo Kohlberger, Jingdan Zhang, Michal Sofka, Jens N. Kaftan, Dorin Comaniciu, Shaohua Kevin Zhou
Lung Segmentation from CT with Severe Pathologies Using Anatomical Constraints. MICCAI (1) (2014)
Michal Sofka, Jingdan Zhang, Sara Good, Shaohua Kevin Zhou, Dorin Comaniciu
Automatic Detection and Measurement of Structures in Fetal Head Ultrasound Volumes Using Sequential Estimation and Integrated Detection Network (IDN). IEEE Trans. Medical Imaging 33 (5) (2014)
Dijia Wu, Michal Sofka, Neil Birkbeck, Shaohua Kevin Zhou
Segmentation of Multiple Knee Bones from CT for Orthopedic Knee Surgery Planning. MICCAI (1) (2014)
Dirk Breitenreicher, Michal Sofka, Stefan Britzen, Shaohua Kevin Zhou
Hierarchical Discriminative Framework for Detecting Tubular Structures in 3D Images. IPMI (2013)
Noha El-Zehiry, Marie-Pierre Jolly, Michal Sofka
A splice-guided data driven interactive editing. ISBI (2013)
Adam P. Harrison, Neil Birkbeck, Michal Sofka
IntellEditS: Intelligent Learning-Based Editor of Segmentations. MICCAI (3) (2013)
Jin Hyeong Park, Michal Sofka, SunMi Lee, Daeyoung Kim, Shaohua Kevin Zhou
Automatic Nuchal Translucency Measurement from Ultrasonography. MICCAI (3) (2013)
Kai-Shung Lin, Chia-Ling Tsai, Chih-Hsiangng Tsai, Michal Sofka, Shih-Jen Chen, Wei-Yang Lin
Retinal Vascular Tree Reconstruction With Anatomical Realism. IEEE Trans. Biomed. Eng. 59 (12) (2012)
Timo Kohlberger, Michal Sofka, Jingdan Zhang, Neil Birkbeck, Jens Wetzl, Jens N. Kaftan, Jérôme Declerck, Shaohua Kevin Zhou
Automatic Multi-organ Segmentation Using Learning-Based Segmentation and Level Set Optimization. MICCAI (3) (2011)
Michal Sofka, Jens Wetzl, Neil Birkbeck, Jingdan Zhang, Timo Kohlberger, Jens N. Kaftan, Jérôme Declerck, Shaohua Kevin Zhou
Multi-stage Learning for Robust Lung Segmentation in Challenging CT Volumes. MICCAI (3) (2011)
Michal Sofka, Kristof Ralovich, Neil Birkbeck, Jingdan Zhang, Shaohua Kevin Zhou
Integrated Detection Network (IDN) for pose and boundary estimation in medical images. ISBI (2011)
Neil Birkbeck, Michal Sofka, Shaohua Kevin Zhou
Fast boosting trees for classification, pose detection, and boundary detection on a GPU. CVPR Workshops (2011)
Michal Sofka, Dijia Wu, Michael Sühling, David Liu, Christian Tietjen, Grzegorz Soza, Shaohua Kevin Zhou
Automatic Contrast Phase Estimation in CT Volumes. MICCAI (3) (2011)
Michal Sofka, Charles V. Stewart
Location registration and recognition (LRR) for serial analysis of nodules in lung CT scans. Medical Image Anal. 14 (3) (2010)
Michal Sofka, Jingdan Zhang, Shaohua Kevin Zhou, Dorin Comaniciu
Multiple object detection by sequential monte carlo and Hierarchical Detection Network. CVPR (2010)
Kai-Shung Lin, Chia-Ling Tsai, Michal Sofka, Chih-Hsiangng Tsai, Shih-Jen Chen, Wei-Yang Lin
Vascular Tree Construction with Anatomical Realism for Retinal Images. BIBE (2009)
Michal Sofka
Commentary Paper 2 on "On Stable Dynamic Background Generation Technique Using Gaussian Mixture Models for Robust Object Detection'". AVSS (2008)
Michal Sofka, Charles V. Stewart
Location Registration and Recognition (LRR) for Longitudinal Evaluation of Corresponding Regions in CT Volumes. MICCAI (2) (2008)
Michal Sofka
Commentary Paper 2 on "Robust Unattended and Stolen Object Detection by Fusing Simple Algorithms". AVSS (2008)
Chia-Ling Tsai, Benjamin Madore, Matthew J. Leotta, Michal Sofka, Gehua Yang, Anna Majerovics, Howard L. Tanenbaum, Charles V. Stewart, Badrinath Roysam
Automated Retinal Image Analysis Over the Internet. IEEE Trans. Inf. Technol. Biomed. 12 (4) (2008)
Michal Sofka
Commentary Paper on "Shadow Removal in Indoor Scenes". AVSS (2008)
Gehua Yang, Charles V. Stewart, Michal Sofka, Chia-Ling Tsai
Registration of Challenging Image Pairs: Initialization, Estimation, and Decision. IEEE Trans. Pattern Anal. Mach. Intell. 29 (11) (2007)
Michal Sofka, Charles V. Stewart
Erratum to "Retinal Vessel Centerline Extraction Using Multiscale Matched Filters, Confidence and Edge Measures". IEEE Trans. Medical Imaging 26 (1) (2007)
Michal Sofka, Gehua Yang, Charles V. Stewart
Simultaneous Covariance Driven Correspondence (CDC) and Transformation Estimation in the Expectation Maximization Framework. CVPR (2007)
Avi Kelman, Michal Sofka, Charles V. Stewart
Keypoint Descriptors for Matching Across Multiple Image Modalities and Non-linear Intensity Variations. CVPR (2007)
Chia-Ling Tsai, Charles V. Stewart, A. G. Amitha Perera, Ying-Lin Lee, Gehua Yang, Michal Sofka
A Correspondence-Based Software Toolkit for Image Registration. SMC (2006)
Michal Sofka, Charles V. Stewart
Retinal Vessel Centerline Extraction Using Multiscale Matched Filters, Confidence and Edge Measures. IEEE Trans. Medical Imaging 25 (12) (2006)
Gehua Yang, Charles V. Stewart, Michal Sofka, Chia-Ling Tsai
Automatic robust image registration system: Initialization, estimation, and decision. ICVS (2006)