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cs.CV2026
ARIDA - Active railway infrastructure dataset annotation using neural network predictions
Maximilian Dornik, Christian Sieberichs, Simon Geerkens +1
Modern railway perception requires large comprehensive image datasets, but creating them is slowed by manual labeling, especially for track polylines and other complex infrastructu…
cs.CV2026
Analyzing Training-Free Corruption Detection for Object Detection Datasets
Christian Sieberichs, Simon Geerkens, Thomas Waschulzik +2
Annotation errors are widespread in computer vision datasets and can significantly degrade the performance of systems trained on them, particularly in complex tasks such as object…