Annika Reinke | DeepAI

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∙ 09/18/2023

Application-driven Validation of Posteriors in Inverse Problems

Current deep learning-based solutions for image analysis tasks are commo...

0 Tim J. Adler, et al. ∙

∙ 07/14/2023

Challenge Results Are Not Reproducible

While clinical trials are the state-of-the-art methods to assess the eff...

0 Annika Reinke, et al. ∙

∙ 03/22/2023

Deployment of Image Analysis Algorithms under Prevalence Shifts

Domain gaps are among the most relevant roadblocks in the clinical trans...

2 Patrick Godau, et al. ∙

∙ 11/17/2022

Sources of performance variability in deep learning-based polyp detection

Validation metrics are a key prerequisite for the reliable tracking of s...

0 Thuy Nuong Tran, et al. ∙

∙ 12/15/2021

Ten years of image analysis and machine learning competitions in dementia

Machine learning methods exploiting multi-parametric biomarkers, especia...

8 Esther E. Bron, et al. ∙

∙ 09/30/2021

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

PURPOSE: Surgical workflow and skill analysis are key technologies for t...

10 Martin Wagner, et al. ∙

∙ 05/12/2021

The Federated Tumor Segmentation (FeTS) Challenge

This manuscript describes the first challenge on Federated Learning, nam...

18 Sarthak Pati, et al. ∙

∙ 04/12/2021

Common Limitations of Image Processing Metrics: A Picture Story

While the importance of automatic image analysis is increasing at an eno...

6 Annika Reinke, et al. ∙

∙ 05/07/2020

Heidelberg Colorectal Data Set for Surgical Data Science in the Sensor Operating Room

Image-based tracking of medical instruments is an integral part of many ...

33 Lena Maier-Hein, et al. ∙

∙ 03/23/2020

Robust Medical Instrument Segmentation Challenge 2019

Intraoperative tracking of laparoscopic instruments is often a prerequis...

13 Tobias Ross, et al. ∙

∙ 10/11/2019

Methods and open-source toolkit for analyzing and visualizing challenge results

Biomedical challenges have become the de facto standard for benchmarking...

10 Manuel Wiesenfarth, et al. ∙

∙ 10/09/2019

BIAS: Transparent reporting of biomedical image analysis challenges

The number of biomedical image analysis challenges organized per year is...

12 Lena Maier-Hein, et al. ∙

∙ 06/06/2018

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

International challenges have become the standard for validation of biom...

10 Lena Maier-Hein, et al. ∙

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