When Text-to-Image Helps Editing: The Effects of Conditioning During Denoising

arXiv:2610.01681 · cs.CV · Submitted 2026-10-01 · Read on arXiv

cs.CV

Submitted: 2026-10-01

Updated: 2026-10-01

Code: https://github.com/pbnc5r6/conditioning-switching

Terminology

• Consistency — 17× in this paper · explained in 3 episodes
• Fidelity — 15× in this paper · explained in 2 episodes
• Benchmark — 14× in this paper · explained in 2 episodes
• Adam — 3× in this paper · explained in 2 episodes
• Alignment — 3× in this paper · explained in 1 episode
• Conference on Computer Vision and Pattern Recognition — 3× in this paper
• Cosine Similarity — 3× in this paper · explained in 3 episodes
• Diffusion Model — 3× in this paper · explained in 8 episodes
• Diffusion Models — 3× in this paper · explained in 6 episodes
• Transformer — 3× in this paper · explained in 2 episodes
• Distribution Matching — 1× in this paper · explained in 2 episodes
• Latent Diffusion Model — 1× in this paper · explained in 2 episodes
• Latent Diffusion Models — 1× in this paper · explained in 2 episodes
• Trace — 1× in this paper · explained in 2 episodes
• Vision-Language Model (VLM) — 1× in this paper · explained in 3 episodes

Sources

• DuET: Dual Expert Trajectories for Diffusion Image Editing
• eDiff-I: Text-to-Image Diffusion Models with an Ensemble of Expert Denoisers
• Gemini 2.5: Pushing the Frontier with Advanced Reasoning, Multimodality, Long Context, and Next Generation Agentic Capabilities
• Emerging Properties in Unified Multimodal Pretraining
• Refinement via Regeneration: Enlarging Modification Space Boosts Image Refinement in Unified Multimodal Models
• Prompt-to-Prompt Image Editing with Cross Attention Control
• GPT-4o System Card
• Step1X-Edit: A Practical Framework for General Image Editing
• GIE-Bench: Towards Grounded Evaluation for Text-Guided Image Editing
• Group Relative Attention Guidance for Image Editing

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