Image highlight removal method based on parallel multi-axis self-attention

Table 1. Data distribution of three public highlight datasets
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Table 1. Data distribution of three public highlight datasets
Dataset RD SD1 SHIQ
Training dataset 1800 12000 9825
Testing dataset 225 2 000 1000

Table 2. Comparison of quantitative results of different methods on three public datasets

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Table 2. Comparison of quantitative results of different methods on three public datasets

Dataset	SD1		RD		SHIQ
Dataset	PSNR	SSIM	PSNR	SSIM	PSNR	SSIM
DCSR	18.48	0.89	18.60	0.80	27.64	0.92
SHRBF	8.01	0.31	9.66	0.35	21.66	0.75
NMF	18.41	0.58	16.11	0.59	22.82	0.62
SCS	9.77	0.30	12.96	0.28	13.47	0.49
SHRRI	12.92	0.66	12.35	0.61	16.34	0.69
Ours	22.58	0.93	25.69	0.89	34.22	0.95

Table 3. Ablation experiments of the contribution of the threshold fusion structure and parallel multi-axis self-attention mechanism
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Table 3. Ablation experiments of the contribution of the threshold fusion structure and parallel multi-axis self-attention mechanism
Model M0 M1 M2 M3 M4 M5
PSNR 30.15 30.78 31.46 33.67 33.15 34.22
SSIM 0.91 0.92 0.93 0.94 0.94 0.95

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Pengyue Li, Xinying Xu, Yandong Tang, Zhaoxia Zhang, Xiaoxia Han, Haifeng Yue. Image highlight removal method based on parallel multi-axis self-attention[J]. Infrared and Laser Engineering, 2024, 53(3): 20230538

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Paper Information

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Received: Sep. 19, 2023

Accepted: --

Published Online: Jun. 21, 2024

The Author Email: Li Pengyue (lipengyue@tyut.edu.cn)

DOI:10.3788/IRLA20230538

Topics

laser devices and laser physics

Lasers and Laser Optics

Laser physics

laser manufacturing

Instrumentation, Measurement and Metrology

Table 1. Data distribution of three public highlight datasets

Table 1. Data distribution of three public highlight datasets

Table 2. Comparison of quantitative results of different methods on three public datasets

Table 2. Comparison of quantitative results of different methods on three public datasets

Table 3. Ablation experiments of the contribution of the threshold fusion structure and parallel multi-axis self-attention mechanism

Table 3. Ablation experiments of the contribution of the threshold fusion structure and parallel multi-axis self-attention mechanism