notesum.ai

Published at November 27

Towards Lensless Image Deblurring with Prior-Embedded Implicit Neural Representations in the Low-Data Regime

eess.IV

cs.CV

Released Date: November 27, 2024

Authors: Abeer Banerjee, Sanjay Singh

Arxiv: http://arxiv.org/abs/2411.18189v1

Refer to caption

UPR		Params		2k SSIM		6k SSIM		10k SSIM
MDD	INR	MDD	INR	MDD	INR	MDD	INR	MDD	INR
1.47 (k=148)	1.49 (n=208)	133.64k	131.66k	0.53	0.76	0.69	0.83	0.76	0.86
3.46 (k=96)	3.90 (n=128)	56.73k	50.37k	0.59	0.72	0.68	0.78	0.73	0.85
13.52 (k=48)	15.28 (n=64)	14.54k	12.86k	0.50	0.55	0.60	0.70	0.70	0.75
29.67 (k=32)	26.78 (n=48)	6.62k	7.34k	0.47	0.51	0.52	0.61	0.66	0.69
51.46 (k=24)	58.51 (n=32)	3.82k	3.36k	0.41	0.48	0.44	0.54	0.50	0.58
111.07 (k=16)	100.30 (n=24)	1.78k	1.94k	0.38	0.37	0.43	0.46	0.47	0.50