CountLoop: Training-Free High-Instance Image Generation via Iterative Agent Guidance
COUNTLOOP is a training-free method for generating images with many objects precisely. It uses an iterative loop where a Design VLM plans object layouts, and a Critic VLM checks the result for counting errors and quality. This feedback refines the initial plan until the image meets high standards, solving issues like incorrect counts and overlapping objects.