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Found 5 papers, 3 papers with code
Enumerating the k-fold configurations in multi-class classification problems
K-fold cross-validation is a widely used tool for assessing classifier performance.
mlscorecheck: Testing the consistency of reported performance scores and experiments in machine learning
Addressing the reproducibility crisis in artificial intelligence through the validation of reported experimental results is a challenging task.
Testing the Consistency of Performance Scores Reported for Binary Classification Problems
In this paper, we introduce numerical techniques to assess the consistency of reported performance scores and the assumed experimental setup.
A new baseline for retinal vessel segmentation: Numerical identification and correction of methodological inconsistencies affecting 100+ papers
Including more than 100 papers in the study, we performed a detailed numerical analysis of the coherence of the published performance scores.
Approximately Optimal Binning for the Piecewise Constant Approximation of the Normalized Unexplained Variance (nUV) Dissimilarity Measure
The recently introduced Matching by Tone Mapping (MTM) dissimilarity measure enables template matching under smooth non-linear distortions and also has a well-established mathematical background.
