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SUN Database

Dataset of annotated images (including a variety of objects and settings)

Access Requirements: 
Example Publications: 

Xiao, Hays, Ehinger, Oliva, & Torralba (2010, IEEE Conference on Computer Vision and Pattern Recognition)