Raphael Sznitman

Orcid: 0000-0001-6791-4753

According to our database1, Raphael Sznitman authored at least 82 papers between 2009 and 2024.

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Bibliography

2024
Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning.
IEEE Access, 2024

Correlation-aware active learning for surgery video segmentation.
Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision, 2024

2023
Learning how to robustly estimate camera pose in endoscopic videos.
Int. J. Comput. Assist. Radiol. Surg., July, 2023

A reinforcement learning approach for VQA validation: An application to diabetic macular edema grading.
Medical Image Anal., 2023

Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection.
CoRR, 2023

DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception.
CoRR, 2023

Learning Super-Resolution Ultrasound Localization Microscopy from Radio-Frequency Data.
CoRR, 2023

RF-ULM: Deep Learning for Radio-Frequency Ultrasound Localization Microscopy.
CoRR, 2023

Hyperbolic Random Forests.
CoRR, 2023

StofNet: Super-resolution Time of Flight Network.
CoRR, 2023

Stochastic Segmentation with Conditional Categorical Diffusion Models.
CoRR, 2023

Unsupervised out-of-distribution detection for safer robotically guided retinal microsurgery.
Int. J. Comput. Assist. Radiol. Surg., 2023

Localized Questions in Medical Visual Question Answering.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Geometric Ultrasound Localization Microscopy.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Domain Adaptation for Medical Image Segmentation Using Transformation-Invariant Self-training.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

Stochastic Segmentation with Conditional Categorical Diffusion Models.
Proceedings of the IEEE/CVF International Conference on Computer Vision, 2023

Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

Logical Implications for Visual Question Answering Consistency.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Surgical data science - from concepts toward clinical translation.
Medical Image Anal., 2022

ULISSE: A Tool for One-shot Sky Exploration and its Application to Active Galactic Nuclei Detection.
CoRR, 2022

Consistency-Preserving Visual Question Answering in Medical Imaging.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

DeepPyramid: Enabling Pyramid View and Deformable Pyramid Reception for Semantic Segmentation in Cataract Surgery Videos.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2022, 2022

Data Invariants to Understand Unsupervised Out-of-Distribution Detection.
Proceedings of the Computer Vision - ECCV 2022, 2022

2021
A positive/unlabeled approach for the segmentation of medical sequences using point-wise supervision.
Medical Image Anal., 2021

Stereo Correspondence and Reconstruction of Endoscopic Data Challenge.
CoRR, 2021

Mask then classify: multi-instance segmentation for surgical instruments.
Int. J. Comput. Assist. Radiol. Surg., 2021

CataNet: Predicting Remaining Cataract Surgery Duration.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2021 - 24th International Conference, Strasbourg, France, September 27, 2021

SS3D: Unsupervised Out-of-Distribution Detection and Localization for Medical Volumes.
Proceedings of the Biomedical Image Registration, Domain Generalisation and Out-of-Distribution Analysis - MICCAI 2021 Challenges: MIDOG 2021, MOOD 2021, and Learn2Reg 2021, Held in Conjunction with MICCAI 2021, Strasbourg, France, September 27, 2021

2020
A Question-Centric Model for Visual Question Answering in Medical Imaging.
IEEE Trans. Medical Imaging, 2020

Surgical Data Science - from Concepts to Clinical Translation.
CoRR, 2020

Correction to: Interpretable and Annotation-Efficient Learning for Medical Image Computing.
Proceedings of the Interpretable and Annotation-Efficient Learning for Medical Image Computing, 2020

2019
Patient-attentive sequential strategy for perimetry-based visual field acquisition.
Medical Image Anal., 2019

Geometry in active learning for binary and multi-class image segmentation.
Comput. Vis. Image Underst., 2019

Force classification during robotic interventions through simulation-trained neural networks.
Int. J. Comput. Assist. Radiol. Surg., 2019

IJCARS - IPCAI 2019 special issue: conference information processing for computer-assisted interventions, 10th international conference 2019 - part 1.
Int. J. Comput. Assist. Radiol. Surg., 2019

A novel segmentation framework for uveal melanoma in magnetic resonance imaging based on class activation maps.
Proceedings of the International Conference on Medical Imaging with Deep Learning, 2019

Image Data Validation for Medical Systems.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Fused Detection of Retinal Biomarkers in OCT Volumes.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Deep Multi-label Classification in Affine Subspaces.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Concept-Centric Visual Turing Tests for Method Validation.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2019, 2019

Ensemble of Streamlined Bilinear Visual Question Answering Models for the ImageCLEF 2019 Challenge in the Medical Domain.
Proceedings of the Working Notes of CLEF 2019, 2019

2018
Articulated Multi-Instrument 2-D Pose Estimation Using Fully Convolutional Networks.
IEEE Trans. Medical Imaging, 2018

Reconstructing Evolving Tree Structures in Time Lapse Sequences by Enforcing Time-Consistency.
IEEE Trans. Pattern Anal. Mach. Intell., 2018

Iterative multi-path tracking for video and volume segmentation with sparse point supervision.
Medical Image Anal., 2018

Discovering General-Purpose Active Learning Strategies.
CoRR, 2018

Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery.
CoRR, 2018

Motion-invariant SRT treatment detection from direct M-scan OCT imaging.
Int. J. Comput. Assist. Radiol. Surg., 2018

Ocular Structures Segmentation from Multi-sequences MRI Using 3D Unet with Fully Connected CRFs.
Proceedings of the Computational Pathology and Ophthalmic Medical Image Analysis, 2018

A Combined Simulation and Machine Learning Approach for Image-Based Force Classification During Robotized Intravitreal Injections.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2018, 2018

2017
Efficient OCT Volume Reconstruction From Slitlamp Microscopes.
IEEE Trans. Biomed. Eng., 2017

Learning Active Learning from Real and Synthetic Data.
CoRR, 2017

Learning Active Learning from Data.
Proceedings of the Advances in Neural Information Processing Systems 30: Annual Conference on Neural Information Processing Systems 2017, 2017

Expected Exponential Loss for Gaze-Based Video and Volume Ground Truth Annotation.
Proceedings of the Intravascular Imaging and Computer Assisted Stenting, and Large-Scale Annotation of Biomedical Data and Expert Label Synthesis, 2017

Simultaneous Recognition and Pose Estimation of Instruments in Minimally Invasive Surgery.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

Pathological OCT Retinal Layer Segmentation Using Branch Residual U-Shape Networks.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2017, 2017

2016
RetiNet: Automatic AMD identification in OCT volumetric data.
CoRR, 2016

Automatic assessment of time-resolved OCT images for selective retina therapy.
Int. J. Comput. Assist. Radiol. Surg., 2016

Retinal slit lamp video mosaicking.
Int. J. Comput. Assist. Radiol. Surg., 2016

Active Learning for Delineation of Curvilinear Structures.
Proceedings of the 2016 IEEE Conference on Computer Vision and Pattern Recognition, 2016

2015
Non-Rigid Graph Registration Using Active Testing Search.
IEEE Trans. Pattern Anal. Mach. Intell., 2015

Bayesian Multiple Target Localization.
Proceedings of the 32nd International Conference on Machine Learning, 2015

Introducing Geometry in Active Learning for Image Segmentation.
Proceedings of the 2015 IEEE International Conference on Computer Vision, 2015

2014
Caenorhabditis Elegans Segmentation Using Texture-Based Models for Motility Phenotyping.
IEEE Trans. Biomed. Eng., 2014

Fast Part-Based Classification for Instrument Detection in Minimally Invasive Surgery.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2014, 2014

Reconstructing Evolving Tree Structures in Time Lapse Sequences.
Proceedings of the 2014 IEEE Conference on Computer Vision and Pattern Recognition, 2014

2013
Unified Detection and Tracking of Instruments during Retinal Microsurgery.
IEEE Trans. Pattern Anal. Mach. Intell., 2013

Flash Scanning Electron Microscopy.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2013, 2013

Active Testing Search for Point Cloud Matching.
Proceedings of the Information Processing in Medical Imaging, 2013

An Optimal Policy for Target Localization with Application to Electron Microscopy.
Proceedings of the 30th International Conference on Machine Learning, 2013

Fast Object Detection with Entropy-Driven Evaluation.
Proceedings of the 2013 IEEE Conference on Computer Vision and Pattern Recognition, 2013

2012
Vision-Based Proximity Detection in Retinal Surgery.
IEEE Trans. Biomed. Eng., 2012

Twenty Questions with Noise: Bayes Optimal Policies for Entropy Loss.
J. Appl. Probab., 2012

Efficient Scanning for EM Based Target Localization.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

Data-Driven Visual Tracking in Retinal Microsurgery.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2012, 2012

2011
Unified Detection and Tracking in Retinal Microsurgery.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention - MICCAI 2011, 2011

Visual tracking using the sum of conditional variance.
Proceedings of the 2011 IEEE/RSJ International Conference on Intelligent Robots and Systems, 2011

Visual Tracking of Surgical Tools for Proximity Detection in Retinal Surgery.
Proceedings of the Information Processing in Computer-Assisted Interventions, 2011

2010
Active Testing for Face Detection and Localization.
IEEE Trans. Pattern Anal. Mach. Intell., 2010

Multi-environment model estimation for motility analysis of Caenorhabditis Elegans
CoRR, 2010

Adaptive Multispectral Illumination for Retinal Microsurgery.
Proceedings of the Medical Image Computing and Computer-Assisted Intervention, 2010

Active Multispectral Illumination and Image Fusion for Retinal Microsurgery.
Proceedings of the Information Processing in Computer-Assisted Interventions, 2010

2009
Active background modeling: Actors on a stage.
Proceedings of the 12th IEEE International Conference on Computer Vision Workshops, 2009


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