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Journals >Acta Photonica Sinica >Volume 49 >Issue 12 >Page 118 > Article

Acta Photonica Sinica
Vol. 49, Issue 12, 118 (2020)

Research on CNN Denoising Algorithm Based on an Improved Mathematical Model for the Measurement of Far-field Focal Spot

Zheng-zhou WANG, Li WANG, Meng TAN, Ya-xuan DUAN^*..., Wei WANG, Xin-feng TIAN and Ji-tong WEI|Show fewer author(s)

Author Affiliations

Xi'an Institute of Optics and Precision Mechanics， Chinese Academy of Science， Xi'an710119， China

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DOI: 10.3788/gzxb20204912.1212001 Cite this Article

Zheng-zhou WANG, Li WANG, Meng TAN, Ya-xuan DUAN, Wei WANG, Xin-feng TIAN, Ji-tong WEI. Research on CNN Denoising Algorithm Based on an Improved Mathematical Model for the Measurement of Far-field Focal Spot[J]. Acta Photonica Sinica, 2020, 49(12): 118 Copy Citation Text

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Schematic diagram of the measurement for far-field focal spot using schlieren method

Fig. 1. Schematic diagram of the measurement for far-field focal spot using schlieren method

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Schematic diagram of reconstructed area using schlieren method

Fig. 2. Schematic diagram of reconstructed area using schlieren method

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Fig. 3. Data processing flow chart

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Fig. 4. The initial experimental data obtained by simulation parameters

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Fig. 5. The original image

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Fig. 6. Experimental data preprocessing

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Fig. 7. The denoising images of mainlobe beam and sidelobe beam

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Fig. 8. The reconstructed image of far-field focal spot

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Fig. 9. The denoise effect of DnCNN algorithm

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Fig. 10. Comparison between mainlobe and sidelobe image denoising effect (y = 256 curve)

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Fig. 11. Dynamic range analysis of measurement for far-field focal spot

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Fig. 12. Comparison of denoising effects of DnCNN on different noise levels

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Fig. 13. The accuracy analysis of reconstructed focal spot

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Fig. 14. Comparison of logarithm function curve between original image and reconstructed image y=256

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Fig. 15. Optical schematic of integrated diagnostic system of host device

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Fig. 16. The comparison of denoising results between mainlobe image and sidelobe image

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Fig. 17. The merged image using real captured image

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Fig. 18. Feature analysis of splicing area

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No.	Parameter	Name	Value	Unit
1	$λ$	The central wavelength of laser	6.3500×10^－4	mm
2	a	The radius of the measured hole	0.5	mm
3	f	The focal length of telecentric lens	100	mm
4	Am	The magnification	1	mm
5	pixel	The size of pixel	0.005 6	mm

Table 1. Experiment parameters for laser intensity distribution of far-field focal spot

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No.	MSE	PSNR	Correlation coefficient		Energy integral ratio between Org. and De. curve (y=256)	Error between Org. and De. curve (y=256)
No.	MSE	PSNR	Org. and De. image	Org. and De. curve(y=256)	Energy integral ratio between Org. and De. curve (y=256)	Max	Min	Mean
1	5	22.15	0.996 0	0.998 2	0.961 9	56.23	-23.77	-3.62
2	10	24.24	0.995 8	0.998 1	0.962 7	57.96	-24.43	-3.74
3	25	25.17	0.995 3	0.997 8	0.964 1	59.49	-26.61	-3.87
4	50	29.23	0.994 4	0.997 1	0.969 6	48.26	-34.59	-4.25
5	100	33.39	0.985 0	0.980 9	1.089 8	61.83	-96.30	-5.67
6	200	34.70	0.722 2	0.803 3	1.109 2	285.5	-413.9	-13.43

Table 2. Comparison of denoising effects of DnCNN on different noise levels

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		Org. Max (y=256)	Merge Max (y=256)	Error of log10 curve	Error of gray curve	Dynamic range
		Org. Max (y=256)	Merge Max (y=256)	Error of log10 curve	Error of gray curve	Is used	Org. Image	Merge Image	Error
Mainlobe		$C_{m a x}^{}$ =5.855 4	$M_{m a x}^{}$ =5.848 1	-0.007 3	11 864	Yes	1 286.3	1 328.9	3.22%
Side lobe	Peak 1	$S_{m a x}^{1}$ =4.091	$M_{m a x}^{1}$ =3.904	0.187 0	4 314	No
	Peak 2	$S_{m a x}^{2}$ =3.474	$M_{m a x}^{2}$ =3.184	0.290 0	1 452	No
	Peak 3	$S_{m a x}^{3}$ =3.06	$M_{m a x}^{3}$ =3.056	0.0040	11	No
	Peak 4	$S_{m a x}^{4}$ =2.746	$M_{m a x}^{4}$ =2.725	0.0210	26	Yes

Table 3. The error comparison of dynamic range of reconstructed focal spot

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	Diagnostic perspective	Diffraction limit	Wavelength of laser beam	Dynamic range	CCD type
Mainlobe CCD	185 μrad	38 times	351 nm	100∶1	12 bits and scientific level
Sidelobe CCD	150 μrad~600 μrad	30~120 times	351 nm	100∶1	12 bits and scientific level

Table 4. The experimental parameter of focal spot of far-field

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No.	Denoising method	Denoising function	The correlation coefficient between original image and reconstructed image
1	Random noise estimation method	rand2	0.994 5
2	Minus variance method	Std2	0.968 4
3	Minus background gray	GetBack	0.989 6
4	DnCNN algorithm	DnCNN	0.998 9

Table 5. Comparison of correlation coefficient between original image and reconstructed image using different denosing method

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Zheng-zhou WANG, Li WANG, Meng TAN, Ya-xuan DUAN, Wei WANG, Xin-feng TIAN, Ji-tong WEI. Research on CNN Denoising Algorithm Based on an Improved Mathematical Model for the Measurement of Far-field Focal Spot[J]. Acta Photonica Sinica, 2020, 49(12): 118

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