CountLoop: Training-Free High-Instance Image Generation via Iterative Agent Guidance
arXiv:2508.16644v4 Announce Type: replace
Abstract: Diffusion models excel at photorealistic synthesis but struggle with precise object counts, especially in high-density settings. We introduce COUNTLOOP, a training-free framework that achieves precis…