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Published at November 25

CapHDR2IR: Caption-Driven Transfer from Visible Light to Infrared Domain

cs.CV

Released Date: November 25, 2024

Authors: Jingchao Peng¹, Thomas Bashford-Rogers¹, Zhuang Shao², Haitao Zhao³, Aru Ranjan Singh¹, Abhishek Goswami¹, Kurt Debattista¹

Aff.: ¹WMG, University of Warwick; ²School of Engineering, Newcastle University; ³School of Information Science and Technology, East China University of Science and Technology

Arxiv: http://arxiv.org/abs/2411.16327v1

Input	Methods	PSNR $\uparrow$ (×10)	SSIM $\uparrow$ (×0.1)	MSE $\downarrow$ (×0.1)	LPIPS $\downarrow$ (×0.1)
SDR	Histogram Matching (Castleman 1996; Gonzalez and Woods 2008)	0.973	2.073	6.221	4.851
	Color Transfer (Reinhard et al. 2001)	1.134	4.150	5.814	5.632
	CycleGAN (Zhu et al. 2017)	1.082	5.098	4.149	4.689
	Pix2Pix (Isola et al. 2017)	1.072	5.041	4.041	4.649
	MUNIT (Huang et al. 2018)	1.409	4.578	3.886	5.823
	sRGB-TIR (Lee et al. 2023)	1.202	3.691	7.858	4.624
	RGB2IR (Huang, Huang, and Wu 2024)	1.645	5.152	3.291	4.327
	CapHDR2IR (Ours)	1.879	6.163	2.574	3.141
HDR	Histogram Matching (Castleman 1996; Gonzalez and Woods 2008)	1.023	2.174	6.138	4.613
	Color Transfer (Reinhard et al. 2001)	1.243	4.147	5.003	5.419
	CycleGAN (Zhu et al. 2017)	1.057	5.151	4.094	4.547
	Pix2Pix (Isola et al. 2017)	1.066	5.138	4.060	4.730
	MUNIT (Huang et al. 2018)	1.386	4.889	3.913	5.914
	sRGB-TIR (Lee et al. 2023)	1.495	5.019	3.332	4.528
	RGB2IR (Huang, Huang, and Wu 2024)	1.750	5.530	2.756	4.066
	CapHDR2IR (Ours)	1.976	6.359	2.242	3.035