Object counting can be formulated as a density estimation task using point-annotated images. Although such labeling is cost-effective, trained models can be sensitive to annotation noise. In this ...

Count data arise in numerous disciplines, from epidemiology and ecology to insurance and digital analytics. The classical Poisson model, premised on the equality of mean and variance, often proves ...