Annika Reinke

Orcid: 0000-0003-4363-1876

Affiliations:
  • German Cancer Research Center, Heidelberg, Germany


According to our database1, Annika Reinke authored at least 34 papers between 2018 and 2024.

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

Timeline

Legend:

Book 
In proceedings 
Article 
PhD thesis 
Dataset
Other 

Links

Online presence:

On csauthors.net:

Bibliography

2024

Quality Assured: Rethinking Annotation Strategies in Imaging AI.
Proceedings of the Computer Vision - ECCV 2024, 2024

FISBe: A Real-World Benchmark Dataset for Instance Segmentation of Long-Range thin Filamentous Structures.
Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition, 2024

2023
Sources of performance variability in deep learning-based polyp detection.
Int. J. Comput. Assist. Radiol. Surg., July, 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

Eliminating flaws in biomedical image analysis validation
PhD thesis, 2023

Panoptica - instance-wise evaluation of 3D semantic and instance segmentation maps.
CoRR, 2023

Application-driven Validation of Posteriors in Inverse Problems.
CoRR, 2023

Why is the winner the best?
CoRR, 2023

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

Deployment of Image Analysis Algorithms Under Prevalence Shifts.
Proceedings of the Medical Image Computing and Computer Assisted Intervention - MICCAI 2023, 2023

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


Challenge Results are not Reproducible.
Proceedings of the Bildverarbeitung für die Medizin 2023, 2023

2022
MOOD 2020: A Public Benchmark for Out-of-Distribution Detection and Localization on Medical Images.
IEEE Trans. Medical Imaging, 2022

Ten years of image analysis and machine learning competitions in dementia.
NeuroImage, 2022

Biomedical image analysis competitions: The state of current participation practice.
CoRR, 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

Comparative Validation of Machine Learning Algorithms for Surgical Workflow and Skill Analysis with the HeiChole Benchmark.
CoRR, 2021

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

The Medical Segmentation Decathlon.
CoRR, 2021

The Federated Tumor Segmentation (FeTS) Challenge.
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

Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room.
CoRR, 2020

Robust Medical Instrument Segmentation Challenge 2019.
CoRR, 2020

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

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

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



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