CogCanvas: A Benchmark for Evaluating Multi-Subject Reference-Based Image Generation
CogCanvas is a new benchmark testing how well AI models generate images featuring multiple people using reference photos. It systematically checks if models maintain consistent identities, correctly bind objects/fashion to subjects, and keep the background scene accurate when generating scenes with two to five distinct individuals.