• Provides a comprehensive survey of both human and automatic evaluation methods for image generation, covering evaluation protocols and methods.
• Summarizes 10 image generation tasks and proposes a novel evaluation protocol that addresses human and automatic evaluation aspects.
• Presents the first exhaustive summary of human evaluation, detailing methods, tools, procedures, and data analysis techniques.
• Discusses current challenges and outlines future research directions for reliable image generation evaluation.