VGG Cell

The VGG Cell dataset (made up entirely of synthetic images) is the main public benchmark used to compare cell counting techniques.

Source: People, Penguins and Petri Dishes: Adapting Object Counting Models To New Visual Domains And Object Types Without Forgetting Image Source: https://www.robots.ox.ac.uk/~vgg/research/counting/index_org.html