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Published at December 4

Implicit Priors Editing in Stable Diffusion via Targeted Token Adjustment

cs.CV

Released Date: December 4, 2024

Authors: Feng He¹, Chao Zhang², Zhixue Zhao¹

Aff.: ¹University of Sheffield, UK; ²Toshiba Europe Ltd, UK

Arxiv: http://arxiv.org/pdf/2412.03400v1

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	SD 1.4		SD XL		SD 1.4 (single edit)		SD 1.4 (sequential edit)		SD XL (single edit)		SD XL (sequential edit)
	Oracle	Baseline	Oracle	Baseline	TIME	EmbEdit	TIME	EmbEdit	TIME (XL)	EmbEdit(XL)	TIME (XL)	EmbEdit(XL)
Efficacy ( $\uparrow$ )	98.7	11.04	97.7	8.67	87.17	93.18	NaN	96.59	81.01	92.86	NaN	90.58
	±0.64	±2.64	±0.99	±2.28	±2.62	±2.39		±1.44	±3.17	±1.99		±2.61
Generality ( $\uparrow$ )	94.71	12.01	95.23	8.23	69.93	82.74	NaN	86.36	51.43	77.86	NaN	89.19
	±0.78	±1.59	±0.86	±1.38	±2.72	±2.51		±1.99	±3.15	±3.04		±3.00
Specificity ( $\uparrow$ )	88.57	88.56	94.28	94.2	66.49	77.09	NaN	69.92	79.35	87.71	NaN	76.92
	±1.82	±1.82	±0.97	±0.98	±2.28	±2.33		±2.55	±2.3	±1.57		±2.02
FID ( $\downarrow$ )	40.13	40.13	37.65	37.65	40.46	40.71	243.04	40.12	37.97	37.26	308.06	38.18
CLIP Score ( $\uparrow$ )	31.17	31.17	31.66	31.66	31.19	31.15	30.75	18.92	31.66	31.70	21.51	31.41