Exploring Aleatoric Uncertainty in Object Detection via Vision Foundation Models

Peng Cui, Guande He, Dan Zhang +3

Datasets collected from the open world unavoidably suffer from various forms of randomness or noiseness, leading to the ubiquity of aleatoric (data) uncertainty. Quantifying such u…