notesum.ai

Published at December 4

Pixel-level and Semantic-level Adjustable Super-resolution: A Dual-LoRA Approach

cs.CV

Released Date: December 4, 2024

Authors: Lingchen Sun¹, Rongyuan Wu¹, Zhiyuan Ma¹, Shuaizheng Liu¹, Qiaosi Yi¹, Lei Zhang¹

Aff.: ¹The Hong Kong Polytechnic University

Arxiv: http://arxiv.org/pdf/2412.03017v1

Datasets	Methods	PSNR↑	SSIM↑	LPIPS↓	DISTS↓	FID↓	NIQE↓	CLIPIQA↑	MUSIQ↑	MANIQA↑
	ResShift-S15	24.69	0.6175	0.3374	0.2215	36.01	6.82	0.6089	60.92	0.5450
	StableSR-S200	23.31	0.5728	0.3129	0.2138	24.67	4.76	0.6682	65.63	0.6188
	DiffBIR-S50	23.67	0.5653	0.3541	0.2129	30.93	4.71	0.6652	65.66	0.6204
	PASD-S20	23.14	0.5489	0.3607	0.2219	29.32	4.40	0.6711	68.83	0.6484
	SeeSR-S50	23.71	0.6045	0.3207	0.1967	25.83	4.82	0.6857	68.49	0.6239
	SinSR-S1	24.43	0.6012	0.3262	0.2066	35.45	6.02	0.6499	62.80	0.5395
	OSEDiff-S1	23.72	0.6108	0.2941	0.1976	26.32	4.71	0.6683	67.97	0.6148
DIV2K	PiSA-SR-S1	23.87	0.6058	0.2823	0.1934	25.07	4.55	0.6927	69.68	0.6400
	ResShift-S15	26.31	0.7411	0.3489	0.2498	142.81	7.27	0.5450	58.10	0.5305
	StableSR-S200	24.69	0.7052	0.3091	0.2167	127.20	5.76	0.6195	65.42	0.6211
	DiffBIR-S50	24.88	0.6673	0.3567	0.2290	124.56	5.63	0.6412	64.66	0.6231
	PASD-S20	25.22	0.6809	0.3392	0.2259	123.08	5.18	0.6502	68.74	0.6461
	SeeSR-S50	25.33	0.7273	0.2985	0.2213	125.66	5.38	0.6594	69.37	0.6439
	SinSR-S1	26.30	0.7354	0.3212	0.2346	137.05	6.31	0.6204	60.41	0.5389
	OSEDiff-S1	25.15	0.7341	0.2921	0.2128	123.50	5.65	0.6693	69.09	0.6339
RealSR	PiSA-SR-S1	25.50	0.7417	0.2672	0.2044	124.09	5.50	0.6702	70.15	0.6560
	ResShift-S15	28.45	0.7632	0.4073	0.2700	175.92	8.28	0.5259	49.86	0.4573
	StableSR-S200	28.04	0.7460	0.3354	0.2287	147.03	6.51	0.6171	58.50	0.5602
	DiffBIR-S50	26.84	0.6660	0.4446	0.2706	167.38	6.02	0.6292	60.68	0.5902
	PASD-S20	27.48	0.7051	0.3854	0.2535	157.36	5.57	0.6714	64.55	0.6130
	SeeSR-S50	28.26	0.7698	0.3197	0.2306	149.86	6.52	0.6672	64.84	0.6026
	SinSR-S1	28.41	0.7495	0.3741	0.2488	177.05	7.02	0.6367	55.34	0.4898
	OSEDiff-S1	27.92	0.7835	0.2968	0.2165	135.29	6.49	0.6963	64.65	0.5899
DrealSR	PiSA-SR-S1	28.31	0.7804	0.2960	0.2169	130.61	6.20	0.6970	66.11	0.6156