“Key-locked Rank One Editing for Text-to-image Personalization” by Tewel, Gal, Chechik and Atzmon
Conference:
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Title:
- Key-locked Rank One Editing for Text-to-image Personalization
Session/Category Title: Image and Video Editing
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Abstract:
Perfusion is a text-to-image personalization method that uses dynamic rank-1 updates to address challenges like maintaining visual-fidelity while allowing creative control and combining multiple concepts. It introduces a “locking” mechanism and gated rank-1 approach, providing efficient runtime control and a small memory footprint, outperforming baselines and spanning different operating points.
