LabelMe

LabelMe database is a large collection of images with ground truth labels for object detection and recognition. The annotations come from two different sources, including the LabelMe online annotation tool.

Source: LabelMe: A Database and Web-Based Tool for Image Annotation Image Source: Russell et al