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Daily Paper CastHeeding the Inner Voice: Aligning ControlNet Training via Intermediate Features Feedback
🤗 Upvotes: 33 | cs.CV
Authors:
Nina Konovalova, Maxim Nikolaev, Andrey Kuznetsov, Aibek Alanov
Title:
Heeding the Inner Voice: Aligning ControlNet Training via Intermediate Features Feedback
Arxiv:
http://arxiv.org/abs/2507.02321v1
Abstract:
Despite significant progress in text-to-image diffusion models, achieving precise spatial control over generated outputs remains challenging. ControlNet addresses this by introducing an auxiliary conditioning module, while ControlNet++ further refines alignment through a cycle consistency loss applied only to the final denoising steps. However, this approach neglects intermediate generation stages, limiting its effectiveness. We propose InnerControl, a tra...2025-07-0519 min