Survey of research pertaining to Visipedia project.
Account of real-world system for bird species identification.
Framework for characterizing schools of thought in crowdsourcing based binary annotation.
Methods for crowdclustering and perceptual embedding estimation for category discovery and attribute induction.
Discussion of open problems and research challenges involving systems composed of humans and machines.