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Active Learning with Context Sampling and One-vs-Rest Entropy for
Semantic Segmentation
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2024
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Fei Wu
Pablo Márquez-Neila
Hedyeh Rafi-Tarii
Raphael Sznitman
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Galaxy Spectroscopy without Spectra: Galaxy Properties from Photometric Images with Conditional Diffusion Models
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2024
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Lars Doorenbos
Eva Sextl
Kevin Heng
S. Cavuoti
M. Brescia
O. Torbaniuk
G. Longo
Raphael Sznitman
Pablo Márquez-Neila
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Non-Linear Outlier Synthesis for Out-of-Distribution Detection
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2024
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Lars Doorenbos
Raphael Sznitman
Pablo Márquez-Neila
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Online 3D reconstruction and dense tracking in endoscopic videos
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2024
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Michel Hayoz
Christopher Hahne
Thomas Kurmann
Max Allan
Guido Beldi
Daniel Candinas
ablo Márquez-Neila
Raphael Sznitman
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Targeted Visual Prompting for Medical Visual Question Answering
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2024
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Sergio Tascon-Morales
Pablo Márquez-Neila
Raphael Sznitman
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Learning Non-Linear Invariants for Unsupervised Out-of-Distribution
Detection
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2024
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Lars Doorenbos
Raphael Sznitman
Pablo Márquez-Neila
|
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Galaxy spectroscopy without spectra: Galaxy properties from photometric
images with conditional diffusion models
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2024
|
Lars Doorenbos
Eva Sextl
Kevin Heng
S. Cavuoti
M. Brescia
O. Torbaniuk
G. Longo
Raphael Sznitman
Pablo Márquez-Neila
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PDF
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Continual Unsupervised Out-of-Distribution Detection
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2024
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Lars Doorenbos
Raphael Sznitman
Pablo Márquez-Neila
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Masked Image Modelling for retinal OCT understanding
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2024
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Theodoros Pissas
Pablo Márquez-Neila
Sébastian Wolf
Martin S. Zinkernagel
Raphael Sznitman
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RF-ULM: Ultrasound Localization Microscopy Learned From Radio-Frequency Wavefronts
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2024
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Christopher Hahne
Georges Chabouh
Arthur Chavignon
Olivier Couture
Raphael Sznitman
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StofNet: Super-Resolution Time of Flight Network
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2024
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Christopher Hahne
Michel Hayoz
Raphael Sznitman
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Correlation-aware active learning for surgery video segmentation
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2024
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Fei Wu
Pablo Márquez-Neila
M.Y. Zheng
Hedyeh Rafii-Tari
Raphael Sznitman
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PDF
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Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning
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2024
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Negin Ghamsarian
Doris Putzgruber-Adamitsch
Stephanie Sarny
Raphael Sznitman
Klaus Schoeffmann
Yosuf El‐Shabrawi
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PDF
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Stochastic Segmentation with Conditional Categorical Diffusion Models
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2023
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Lukas Zbinden
Lars Doorenbos
Theodoros Pissas
A Huber
Raphael Sznitman
Pablo Márquez-Neila
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PDF
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Learning Super-Resolution Ultrasound Localization Microscopy from Radio-Frequency Data
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2023
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Christopher Hahne
Georges Chabouh
Olivier Couture
Raphael Sznitman
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Full or Weak Annotations? An Adaptive Strategy for Budget-Constrained Annotation Campaigns
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2023
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Javier Gamazo Tejero
Martin S. Zinkernagel
Sébastian Wolf
Raphael Sznitman
Pablo Márquez Neila
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PDF
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Logical Implications for Visual Question Answering Consistency
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2023
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Sergio Tascon-Morales
Pablo Márquez-Neila
Raphael Sznitman
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PDF
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Unsupervised out-of-distribution detection for safer robotically guided retinal microsurgery
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2023
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Alain Jungo
Lars Doorenbos
Tommaso Da Col
Maarten Beelen
Martin S. Zinkernagel
Pablo Márquez-Neila
Raphael Sznitman
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PDF
Chat
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A reinforcement learning approach for VQA validation: An application to diabetic macular edema grading
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2023
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Tatiana Fountoukidou
Raphael Sznitman
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Stochastic Segmentation with Conditional Categorical Diffusion Models
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2023
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Lukas Zbinden
Lars Doorenbos
Theodoros Pissas
A Huber
Raphael Sznitman
Pablo Márquez-Neila
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+
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Logical Implications for Visual Question Answering Consistency
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2023
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Sergio Tascon-Morales
Pablo Márquez-Neila
Raphael Sznitman
|
+
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Full or Weak annotations? An adaptive strategy for budget-constrained annotation campaigns
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2023
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Javier Gamazo Tejero
Martin S. Zinkernagel
Sébastian Wolf
Raphael Sznitman
Pablo Márquez Neila
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+
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Unsupervised out-of-distribution detection for safer robotically guided retinal microsurgery
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2023
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Alain Jungo
Lars Doorenbos
Tommaso Da Col
Maarten Beelen
Martin S. Zinkernagel
Pablo Márquez-Neila
Raphael Sznitman
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Learning How To Robustly Estimate Camera Pose in Endoscopic Videos
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2023
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Michel Hayoz
Christopher Hahne
Mathias Gallardo
Daniel Candinas
Thomas Kurmann
Maximilian Allan
Raphael Sznitman
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Geometric Ultrasound Localization Microscopy
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2023
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Christopher Hahne
Raphael Sznitman
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Localized Questions in Medical Visual Question Answering
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2023
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Sergio Tascon-Morales
Pablo Márquez-Neila
Raphael Sznitman
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Domain Adaptation for Medical Image Segmentation using Transformation-Invariant Self-Training
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2023
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Negin Ghamsarian
Javier Gamazo Tejero
Pablo Márquez Neila
Sébastian Wolf
Martin S. Zinkernagel
Klaus Schoeffmann
Raphael Sznitman
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StofNet: Super-resolution Time of Flight Network
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2023
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Christopher Hahne
Michel Hayoz
Raphael Sznitman
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+
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Hyperbolic Random Forests
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2023
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Lars Doorenbos
Pablo Márquez-Neila
Raphael Sznitman
Pascal Mettes
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+
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RF-ULM: Deep Learning for Radio-Frequency Ultrasound Localization Microscopy
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2023
|
Christopher Hahne
Georges Chabouh
Arthur Chavignon
Olivier Couture
Raphael Sznitman
|
+
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Learning Super-Resolution Ultrasound Localization Microscopy from Radio-Frequency Data
|
2023
|
Christopher Hahne
Georges Chabouh
Olivier Couture
Raphael Sznitman
|
+
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Correlation-aware active learning for surgery video segmentation
|
2023
|
Fei Wu
Pablo Márquez-Neila
M.Y. Zheng
Hedyeh Rafii-Tari
Raphael Sznitman
|
+
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Predicting Postoperative Intraocular Lens Dislocation in Cataract Surgery via Deep Learning
|
2023
|
Negin Ghamsarian
Doris Putzgruber-Adamitsch
Stephanie Sarny
Raphael Sznitman
Klaus Schoeffmann
Yosuf El‐Shabrawi
|
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DeepPyramid+: Medical Image Segmentation using Pyramid View Fusion and Deformable Pyramid Reception
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2023
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Negin Ghamsarian
Sébastian Wolf
Martin S. Zinkernagel
Klaus Schoeffmann
Raphael Sznitman
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Cataract-1K: Cataract Surgery Dataset for Scene Segmentation, Phase Recognition, and Irregularity Detection
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2023
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Negin Ghamsarian
Yosuf El‐Shabrawi
Sahar Nasirihaghighi
Doris Putzgruber-Adamitsch
Martin S. Zinkernagel
Sébastian Wolf
Klaus Schoeffmann
Raphael Sznitman
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ulisse: A tool for one-shot sky exploration and its application for detection of active galactic nuclei
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2022
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Lars Doorenbos
O. Torbaniuk
S. Cavuoti
M. Paolillo
G. Longo
M. Brescia
Raphael Sznitman
Pablo Márquez-Neila
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+
PDF
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Data Invariants to Understand Unsupervised Out-of-Distribution Detection
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2022
|
Lars Doorenbos
Raphael Sznitman
Pablo Márquez-Neila
|
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Consistency-preserving Visual Question Answering in Medical Imaging
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2022
|
Sergio Tascon-Morales
Pablo Márquez-Neila
Raphael Sznitman
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DeepPyramid: Enabling Pyramid View and Deformable Pyramid Reception for Semantic Segmentation in Cataract Surgery Videos
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2022
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Negin Ghamsarian
Mario Taschwer
Raphael Sznitman
Klaus Schoeffmann
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ULISSE: A Tool for One-shot Sky Exploration and its Application to Active Galactic Nuclei Detection
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2022
|
Lars Doorenbos
O. Torbaniuk
S. Cavuoti
M. Paolillo
G. Longo
M. Brescia
Raphael Sznitman
Pablo Márquez-Neila
|
+
PDF
Chat
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DeepPyramid: Enabling Pyramid View and Deformable Pyramid Reception for Semantic Segmentation in Cataract Surgery Videos
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2022
|
Negin Ghamsarian
Mario Taschwer
Raphael Sznitman
Klaus Schoeffmann
|
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PDF
Chat
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Consistency-Preserving Visual Question Answering in Medical Imaging
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2022
|
Sergio Tascon-Morales
Pablo Márquez-Neila
Raphael Sznitman
|
+
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Generating astronomical spectra from photometry with conditional diffusion models
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2022
|
Lars Doorenbos
S. Cavuoti
G. Longo
M. Brescia
Raphael Sznitman
Pablo Márquez-Neila
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Surgical data science – from concepts toward clinical translation
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2021
|
Lena Maier‐Hein
Matthias Eisenmann
Duygu Sarıkaya
Keno März
Toby Collins
Anand Malpani
Johannes Fallert
Hubertus Feußner
Stamatia Giannarou
Pietro Mascagni
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PDF
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A positive/unlabeled approach for the segmentation of medical sequences using point-wise supervision
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2021
|
Laurent Lejeune
Raphael Sznitman
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CataNet: Predicting remaining cataract surgery duration
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2021
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Andrés Marafioti
Michel Hayoz
Mathias Gallardo
Pablo Márquez Neila
Sébastian Wolf
Martin S. Zinkernagel
Raphael Sznitman
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Stereo Correspondence and Reconstruction of Endoscopic Data Challenge
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2021
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Max Allan
A. Jonathan McLeod
Cong Cong Wang
Jean-Claude Rosenthal
Zhenglei Hu
Niklas Gard
Peter Eisert
Ke Fu
Trevor Zeffiro
Wenyao Xia
|
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PDF
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CataNet: Predicting Remaining Cataract Surgery Duration
|
2021
|
Andrés Marafioti
Michel Hayoz
Mathias Gallardo
Pablo Márquez Neila
Sébastian Wolf
Martin S. Zinkernagel
Raphael Sznitman
|
+
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Data Invariants to Understand Unsupervised Out-of-Distribution Detection
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2021
|
Lars Doorenbos
Raphael Sznitman
Pablo Márquez-Neila
|
+
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A Positive/Unlabeled Approach for the Segmentation of Medical Sequences using Point-Wise Supervision
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2021
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Laurent Lejeune
Raphael Sznitman
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+
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CataNet: Predicting remaining cataract surgery duration
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2021
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Andrés Marafioti
Michel Hayoz
Mathias Gallardo
Pablo Márquez Neila
Sébastian Wolf
Martin S. Zinkernagel
Raphael Sznitman
|
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Stereo Correspondence and Reconstruction of Endoscopic Data Challenge
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2021
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Max Allan
Jonathan C. Mcleod
Congcong Wang
Jean Claude Rosenthal
Zhenglei Hu
Niklas Gard
Peter Eisert
Ke Fu
Trevor Zeffiro
Wenyao Xia
|
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Surgical Data Science -- from Concepts toward Clinical Translation
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2020
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Lena Maier‐Hein
Matthias Eisenmann
Duygu Sarikaya
Keno März
Toby Collins
Anand Malpani
Johannes Fallert
Hubertus Feußner
Stamatia Giannarou
Pietro Mascagni
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Information Content of JWST NIRSpec Transmission Spectra of Warm Neptunes
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2020
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Andrea Guzmán-Mesa
Daniel Kitzmann
Chloe Fisher
Adam J. Burgasser
H. J. Hoeijmakers
Pablo Márquez-Neila
Simon L. Grimm
Avi M. Mandell
Raphael Sznitman
Kevin Heng
|
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PDF
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Interpreting High-resolution Spectroscopy of Exoplanets using Cross-correlations and Supervised Machine Learning
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2020
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Chloe Fisher
H. J. Hoeijmakers
Daniel Kitzmann
Pablo Márquez-Neila
Simon L. Grimm
Raphael Sznitman
Kevin Heng
|
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PDF
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A Question-Centric Model for Visual Question Answering in Medical Imaging
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2020
|
Minh H. Vu
Tommy Löfstedt
Tufve Nyholm
Raphael Sznitman
|
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Surgical Data Science -- from Concepts toward Clinical Translation
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2020
|
Klaus H. Maier‐Hein
Matthias Eisenmann
Duygu Sarikaya
Keno März
Toby Collins
Anand Malpani
Johannes Fallert
Hubertus Feußner
Stamatia Giannarou
Pietro Mascagni
|
+
PDF
Chat
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Supervised Machine Learning for Intercomparison of Model Grids of Brown Dwarfs: Application to GJ 570D and the Epsilon Indi B Binary System
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2019
|
Maria Oreshenko
Daniel Kitzmann
Pablo Márquez-Neila
Matej Malik
Brendan P. Bowler
Adam J. Burgasser
Raphael Sznitman
Chloe Fisher
Kevin Heng
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Fused Detection of Retinal Biomarkers in OCT Volumes
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2019
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Thomas Kurmann
Pablo Márquez-Neila
Siqing Yu
Marion R. Munk
Sébastian Wolf
Raphael Sznitman
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Deep Multi Label Classification in Affine Subspaces
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2019
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Thomas Kurmann
Pablo Márquez Neila
Sébastian Wolf
Raphael Sznitman
|
+
PDF
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Geometry in active learning for binary and multi-class image segmentation
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2019
|
Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
|
+
PDF
Chat
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Concept-Centric Visual Turing Tests for Method Validation
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2019
|
Tatiana Fountoukidou
Raphael Sznitman
|
+
PDF
Chat
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Deep Multi-label Classification in Affine Subspaces
|
2019
|
Thomas Kurmann
Pablo Márquez-Neila
Sébastian Wolf
Raphael Sznitman
|
+
PDF
Chat
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Fused Detection of Retinal Biomarkers in OCT Volumes
|
2019
|
Thomas Kurmann
Pablo Márquez-Neila
Siqing Yu
Marion R. Munk
Sébastian Wolf
Raphael Sznitman
|
+
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Deep Multi Label Classification in Affine Subspaces
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2019
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Thomas Kurmann
Pablo Márquez Neila
Sébastian Wolf
Raphael Sznitman
|
+
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Fused Detection of Retinal Biomarkers in OCT Volumes
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2019
|
Thomas Kurmann
Pablo Márquez-Neila
Siqing Yu
Marion R. Munk
Sébastian Wolf
Raphael Sznitman
|
+
PDF
Chat
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Iterative multi-path tracking for video and volume segmentation with sparse point supervision
|
2018
|
Laurent Lejeune
Jan Grossrieder
Raphael Sznitman
|
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Iterative multi-path tracking for video and volume segmentation with sparse point supervision
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2018
|
Laurent Lejeune
Jan Grossrieder
Raphael Sznitman
|
+
PDF
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Supervised machine learning for analysing spectra of exoplanetary atmospheres
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2018
|
Pablo Márquez-Neila
Chloe Fisher
Raphael Sznitman
Kevin Heng
|
+
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Comparative evaluation of instrument segmentation and tracking methods in minimally invasive surgery
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2018
|
Sebastian Bodenstedt
Max Allan
Anthony Agustinos
Xiaofei Du
Luis C. García-Peraza-Herrera
Hannes Kenngott
Thomas Kurmann
Beat P. Müller‐Stich
Sébastien Ourselin
Daniil Pakhomov
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+
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Supervised Machine Learning for Analysing Spectra of Exoplanetary Atmospheres
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2018
|
Pablo Márquez-Neila
Chloe Fisher
Raphael Sznitman
Kevin Heng
|
+
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Discovering General-Purpose Active Learning Strategies
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2018
|
Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
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+
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Iterative multi-path tracking for video and volume segmentation with sparse point supervision
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2018
|
Laurent Lejeune
Jan Grossrieder
Raphael Sznitman
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+
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Pathological OCT Retinal Layer Segmentation using Branch Residual U-shape Networks
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2017
|
Stefanos Apostolopoulos
Sandro De Zanet
Carlos Ciller
Sébastian Wolf
Raphael Sznitman
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+
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Expected exponential loss for gaze-based video and volume ground truth annotation
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2017
|
Laurent Lejeune
Mario Christoudias
Raphael Sznitman
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+
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Learning Active Learning from Real and Synthetic Data.
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2017
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Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
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+
PDF
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Simultaneous Recognition and Pose Estimation of Instruments in Minimally Invasive Surgery
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2017
|
Thomas Kurmann
Pablo Márquez Neila
Xiaofei Du
Pascal Fua
Danail Stoyanov
Sébastian Wolf
Raphael Sznitman
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+
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Learning Active Learning from Data
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2017
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Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
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+
PDF
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Expected Exponential Loss for Gaze-Based Video and Volume Ground Truth Annotation
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2017
|
Laurent Lejeune
Mario Christoudias
Raphael Sznitman
|
+
PDF
Chat
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Pathological OCT Retinal Layer Segmentation Using Branch Residual U-Shape Networks
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2017
|
Stefanos Apostolopoulos
Sandro De Zanet
Carlos Ciller
Sébastian Wolf
Raphael Sznitman
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Pathological OCT Retinal Layer Segmentation using Branch Residual U-shape Networks
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2017
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Stefanos Apostolopoulos
Sandro De Zanet
Carlos Ciller
Sébastian Wolf
Raphael Sznitman
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+
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Expected exponential loss for gaze-based video and volume ground truth annotation
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2017
|
Laurent Lejeune
Mario Christoudias
Raphael Sznitman
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+
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RetiNet: Automatic AMD identification in OCT volumetric data
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2016
|
Stefanos Apostolopoulos
Carlos Ciller
Sandro I. De Zanet
Sébastian Wolf
Raphael Sznitman
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RetiNet: Automatic AMD identification in OCT volumetric data
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2016
|
Stefanos Apostolopoulos
Carlos Ciller
Sandro I. De Zanet
Sébastian Wolf
Raphael Sznitman
|
+
PDF
Chat
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Active Learning for Delineation of Curvilinear Structures
|
2016
|
Agata Mosinska-Domanska
Raphael Sznitman
Przemysław Głowacki
Pascal Fua
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RetiNet: Automatic AMD identification in OCT volumetric data
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2016
|
Stefanos Apostolopoulos
Carlos Ciller
Sandro I. De Zanet
Sébastian Wolf
Raphael Sznitman
|
+
PDF
Chat
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Introducing Geometry in Active Learning for Image Segmentation
|
2015
|
Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
|
+
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Introducing Geometry in Active Learning for Image Segmentation
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2015
|
Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
|
+
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Active Learning for Delineation of Curvilinear Structures
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2015
|
Agata Mosinska
Raphael Sznitman
Przemysław Głowacki
Pascal Fua
|
+
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Introducing Geometry in Active Learning for Image Segmentation
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2015
|
Ksenia Konyushkova
Raphael Sznitman
Pascal Fua
|
+
PDF
Chat
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Multi-Environment Model Estimation for Motility Analysis of Caenorhabditis elegans
|
2010
|
Raphael Sznitman
Manaswi Gupta
Gregory D. Hager
Paulo E. Arratia
Josué Sznitman
|
+
PDF
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Active Testing for Face Detection and Localization
|
2010
|
Raphael Sznitman
Bruno Jedynak
|