Exact Editing of Flow-Based Diffusion Models
Published:Dec 30, 2025 06:29
•1 min read
•ArXiv
Analysis
This paper addresses the problem of semantic inconsistency and loss of structural fidelity in flow-based diffusion editing. It proposes Conditioned Velocity Correction (CVC), a framework that improves editing by correcting velocity errors and maintaining fidelity to the true flow. The method's focus on error correction and stable latent dynamics suggests a significant advancement in the field.
Key Takeaways
- •Proposes Conditioned Velocity Correction (CVC) to address velocity errors in flow-based diffusion editing.
- •Introduces a dual-perspective velocity conversion mechanism for structure preservation and semantic guidance.
- •Applies posterior-consistent updates using Empirical Bayes Inference and Tweedie correction for error compensation.
- •Achieves superior fidelity, better semantic alignment, and more reliable editing behavior.
Reference
“CVC rethinks the role of velocity in inter-distribution transformation by introducing a dual-perspective velocity conversion mechanism.”