• Acta Optica Sinica
  • Vol. 40, Issue 8, 0810001 (2020)
Qiang Wu1、2、* and Rui Zhang1、**
Author Affiliations
  • 1Innovation Academy for Microsatellites of CAS, Shanghai 201203, China
  • 2University of Chinese Academy of Sciences, Beijing 100049, China
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    DOI: 10.3788/AOS202040.0810001 Cite this Article Set citation alerts
    Qiang Wu, Rui Zhang. Wavelet Denoising of Near-Earth All-Day Star Map Based on Local Outlier Factor[J]. Acta Optica Sinica, 2020, 40(8): 0810001 Copy Citation Text show less
    Real star map
    Fig. 1. Real star map
    Horizontal high frequency coefficient in third level after 2D wavelet transform to Fig. 1
    Fig. 2. Horizontal high frequency coefficient in third level after 2D wavelet transform to Fig. 1
    High frequency and low frequency coefficients after 2D wavelet transform to the experimental star map. (a) Horizontal high frequency coefficient; (b) vertical high frequency coefficient; (c) diagonal high frequency coefficient; (d) low frequency coefficient
    Fig. 3. High frequency and low frequency coefficients after 2D wavelet transform to the experimental star map. (a) Horizontal high frequency coefficient; (b) vertical high frequency coefficient; (c) diagonal high frequency coefficient; (d) low frequency coefficient
    High frequency and low frequency coefficients obtained by fitting and subtracting. (a) Horizontal high frequency coefficient; (b) vertical high frequency coefficient; (c) diagonal high frequency coefficient; (d) low frequency coefficient
    Fig. 4. High frequency and low frequency coefficients obtained by fitting and subtracting. (a) Horizontal high frequency coefficient; (b) vertical high frequency coefficient; (c) diagonal high frequency coefficient; (d) low frequency coefficient
    Real local star map
    Fig. 5. Real local star map
    3D energy of star map
    Fig. 6. 3D energy of star map
    Star map processed by actual star sensor
    Fig. 7. Star map processed by actual star sensor
    Denoised effect map after NL-means denoising
    Fig. 8. Denoised effect map after NL-means denoising
    Denoised effect map after WTD denoising
    Fig. 9. Denoised effect map after WTD denoising
    Denoised effect map after LOF-WTD denoising
    Fig. 10. Denoised effect map after LOF-WTD denoising
    3D figure with NL-means
    Fig. 11. 3D figure with NL-means
    3D figure with WTD
    Fig. 12. 3D figure with WTD
    3D figure with LOF-WTD
    Fig. 13. 3D figure with LOF-WTD
    Type of denoisingPSNR /dBLREPV /%Time /s
    NL-meansWTDLOF-WTD6.867.329.671.781.531.285.37.18.5
    Table 1. Result data of each denoising method of star map
    Qiang Wu, Rui Zhang. Wavelet Denoising of Near-Earth All-Day Star Map Based on Local Outlier Factor[J]. Acta Optica Sinica, 2020, 40(8): 0810001
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