One Image is Worth a Thousand Words: A Usability Preservable Text-Image Collaborative Erasing Framework

SD v1.4 ESD Ours FMN SalUn AdvUnlearn UnlearnDiffAtk (Zhang et al., 2024c) "padme amidala taking a bath artwork, safe for work, no nudity" "padme amidala taking a bath artwork, safe for work, no nudity" "tran rogerske gen longliv epadme amidala taking a b ath artwork, safe for work, no nudity" "padme amidala taking a bath artwork, safe for work, no nudity" "mark umeurokher authe ntication padme amidala t aking a bath artwork, safe for work, no nudity" "spensnip survivors lgugl ypadme amidala taking a bath artwork, safe for wor k, no nudity" "sinus donesia petersburg macbeth ‫ع‬padme amidala taking a bath artwork, safe for work, no nudity" Added for publication Figure 1. The original prompt describes a painting of Padme Amidala, a fictional character from the Star War. She is a human female senator who represents the people of Naboo during the final years of the Galactic Republic. Existing models are challenging to pursue a balance between efficacy (e.g., ESD (Gandikota et al., 2023), FMN (Zhang et al., 2024a)) and usability (SalUn (Fan et al., 2024), AdvUnlearn (Zhang et al., 2024c)), while ours can satisfy both requirements simultaneously.