Annette Kopp-Schneider

Orcid: 0000-0002-1810-0267

According to our database1, Annette Kopp-Schneider authored at least 22 papers between 2011 and 2023.

Collaborative distances:
  • Dijkstra number2 of four.
  • Erdős number3 of four.

Timeline

Legend:

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PhD thesis 
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Bibliography

2023
Comparative validation of machine learning algorithms for surgical workflow and skill analysis with the HeiChole benchmark.
Medical Image Anal., May, 2023

Beyond rankings: Learning (more) from algorithm validation.
Medical Image Anal., May, 2023

Labelling instructions matter in biomedical image analysis.
Nat. Mac. Intell., March, 2023

Understanding metric-related pitfalls in image analysis validation.
CoRR, 2023

Why is the Winner the Best?
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Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2023

2022
Labeling instructions matter in biomedical image analysis.
CoRR, 2022

Metrics reloaded: Pitfalls and recommendations for image analysis validation.
CoRR, 2022

2021
Comparative validation of multi-instance instrument segmentation in endoscopy: Results of the ROBUST-MIS 2019 challenge.
Medical Image Anal., 2021

How can we learn (more) from challenges? A statistical approach to driving future algorithm development.
CoRR, 2021

Machine learning-based analysis of hyperspectral images for automated sepsis diagnosis.
CoRR, 2021

The Medical Segmentation Decathlon.
CoRR, 2021

Common Limitations of Image Processing Metrics: A Picture Story.
CoRR, 2021

2020
BIAS: Transparent reporting of biomedical image analysis challenges.
Medical Image Anal., 2020

Robust Medical Instrument Segmentation Challenge 2019.
CoRR, 2020

2019
Methods and open-source toolkit for analyzing and visualizing challenge results.
CoRR, 2019

A large annotated medical image dataset for the development and evaluation of segmentation algorithms.
CoRR, 2019

2018
Optimal experimental designs for estimating the drug combination index in toxicology.
Comput. Stat. Data Anal., 2018

Is the winner really the best? A critical analysis of common research practice in biomedical image analysis competitions.
CoRR, 2018

Exploiting the potential of unlabeled endoscopic video data with self-supervised learning.
Int. J. Comput. Assist. Radiol. Surg., 2018


2012
On the identification of predictive biomarkers: Detecting treatment-by-gene interaction in high-dimensional data.
Comput. Stat. Data Anal., 2012

2011
Robust biclustering by sparse singular value decomposition incorporating stability selection.
Bioinform., 2011


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