output
20132026
most citedMetrics reloaded: Recommendations for image analysis validation

469 citations

researchers with a paper here

Counting papers with at most 25 authors, so collaboration author lists do not stand in for the people here.

collaborating institutions
Showing 2022Show all

4 papers · 1 filter

cs.CV2022★ 10 cited

Domain-specific transfer learning in the automated scoring of tumor-stroma ratio from histopathological images of colorectal cancer

Liisa Petäinen, Juha P. Väyrynen, Pekka Ruusuvuori +3

Tumor-stroma ratio (TSR) is a prognostic factor for many types of solid tumors. In this study, we propose a method for automated estimation of TSR from histopathological images of…

eess.IV2022★ 40 cited

Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data

Huy Hoang Nguyen, Matthew B. Blaschko, Simo Saarakkala +1

Deep neural networks are often applied to medical images to automate the problem of medical diagnosis. However, a more clinically relevant question that practitioners usually face…

cs.CV2022★ 469 cited

Metrics reloaded: Recommendations for image analysis validation

Lena Maier-Hein, Annika Reinke, Patrick Godau +71

Increasing evidence shows that flaws in machine learning (ML) algorithm validation are an underestimated global problem. Particularly in automatic biomedical image analysis, chosen…

eess.IV2022★ 18 cited

Predicting Knee Osteoarthritis Progression from Structural MRI using Deep Learning

Egor Panfilov, Simo Saarakkala, Miika T. Nieminen +1

Accurate prediction of knee osteoarthritis (KOA) progression from structural MRI has a potential to enhance disease understanding and support clinical trials. Prior art focused on…