activity
20192024
most citedCommon Limitations of Image Processing Metrics: A Picture Story

86 citations · 184 across the 5 of their papers we have counts for

collaborators

5 papers

cs.CV2024★ 1 cited

Beyond Knowledge Silos: Task Fingerprinting for Democratization of Medical Imaging AI

Patrick Godau, Akriti Srivastava, Constantin Ulrich +3

The field of medical imaging AI is currently undergoing rapid transformations, with methodical research increasingly translated into clinical practice. Despite these successes, res…

cs.CV2023★ 6 cited

Intuitive Surgical SurgToolLoc and SurgVU Challenges Results: 2022-2025

Aneeq Zia, Max Berniker, Rogerio Garcia Nespolo +153

Robotic assisted (RA) surgery promises to transform surgical intervention. Intuitive Surgical is committed to fostering these changes and the machine learning models and algorithms…

cs.CV2022★ 17 cited

Biomedical image analysis competitions: The state of current participation practice

Matthias Eisenmann, Annika Reinke, Vivienn Weru +352

The number of international benchmarking competitions is steadily increasing in various fields of machine learning (ML) research and practice. So far, however, little is known abou…

eess.IV2021★ 86 cited

Common Limitations of Image Processing Metrics: A Picture Story

Annika Reinke, Minu D. Tizabi, Carole H. Sudre +90

While the importance of automatic image analysis is continuously increasing, recent meta-research revealed major flaws with respect to algorithm validation. Performance metrics are…

physics.med-ph2019★ 74 cited

Estimation of blood oxygenation with learned spectral decoloring for quantitative photoacoustic imaging (LSD-qPAI)

Janek Gröhl, Thomas Kirchner, Tim Adler +1

One of the main applications of photoacoustic (PA) imaging is the recovery of functional tissue properties, such as blood oxygenation (sO2). This is typically achieved by linear sp…