notesum.ai

Published at November 27

cs.CV

Released Date: November 27, 2024

Authors: Haosen Yang¹, Adrian Bulat¹, Isma Hadji¹, Hai X. Pham¹, Xiatian Zhu², Georgios Tzimiropoulos³, Brais Martinez¹

Aff.: ¹Samsung AI Center, Cambridge, UK; ²University of Surrey, UK; ³Queen Mary University, UK

Method	Scaling Factor	FID $\downarrow$	KID $\downarrow$	FID ${}_{c}\downarrow$	KID ${}_{c}\downarrow$	CLIP $\uparrow$	Latency(mins)
DemoFusion [3]	$2\times 2$	63.24	0.0084	36.75	0.0096	32.0	2.5
AccDiffusion [15]		59.42	0.0068	37.23	0.0105	31.69	2.6
FouriScale* [12]		78.54	0.0136	40.80	0.0130	29.8	2.3
HiDiffusion [34]		78.02	0.0136	51.41	0.0139	30.5	0.6
HiDiffusion [34] + FAM diffusion		69.61	0.0140	34.26	0.0084	32.32	0.8
SDXL [19]		59.47	0.0067	50.54	0.0136	30.6	0.8
SDXL [19] + FAM diffusion		58.91	0.0072	33.96	0.0080	32.35	1
DemoFusion [3]	$3\times 3$	68.82	0.0159	40.24	0.0122	32.0	8.6
AccDiffusion [15]		73.47	0.0210	43.64	0.014	31.50	10
FouriScale* [12]		73.57	0.0309	65.01	0.0357	28.54	6.2
HiDiffusion [34]		112.51	0.0325	68.84	0.021	28.43	1.5
HiDiffusion [34] + FAM diffusion		76.28	0.0007	36.70	0.010	32.26	1.8
SDXL [19]		78.41	0.0136	69.40	0.0210	28.44	2.2
SDXL [19] + FAM diffusion		69.25	0.0007	36.40	0.010	32.25	2.5
DemoFusion [3]	$4\times 4$	65.89	0.0087	48.44	0.0157	30.45	19.6
AccDiffusion [15]		73.97	0.0090	54.80	0.0187	30.15	20.5
FouriScale* [12]		105.24	0.0342	70.45	0.0223	27.86	14.7
HiDiffusion [34]		129.91	0.0483	156.98	0.0877	24.32	2.8
HiDiffusion [34] + FAM diffusion		59.05	0.0074	44.65	0.0134	32.31	3.1
SDXL [19]		160.10	0.0602	74.37	0.0242	26.70	5.4
SDXL [19] + FAM diffusion		58.91	0.0073	43.65	0.0130	32.33	6.1