204 citations · 213 across the 25 of their papers we have counts for
Showing 2023 · cs.CVShow all
2 papers · 2 filters
cs.CV2023★ 1 cited
Beyond Classification: Definition and Density-based Estimation of Calibration in Object Detection
Teodora Popordanoska, Aleksei Tiulpin, Matthew B. Blaschko
Despite their impressive predictive performance in various computer vision tasks, deep neural networks (DNNs) tend to make overly confident predictions, which hinders their widespr…
cs.CV2023★ 204 cited
Understanding metric-related pitfalls in image analysis validation
Annika Reinke, Minu D. Tizabi, Michael Baumgartner +75
Validation metrics are key for the reliable tracking of scientific progress and for bridging the current chasm between artificial intelligence (AI) research and its translation int…