4.7 Article

Jitter Detection and Image Restoration Based on Continue Dynamic Shooting Model for High-Resolution TDI CCD Satellite Images

期刊

出版社

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TGRS.2020.3011955

关键词

Charge coupled devices; Performance evaluation; Technological innovation; Satellite broadcasting; Optical distortion; Jitter; Radiometry; Distortion and blur; image restoration; jitter detection; point spread function (PSF); satellite jitter; time-delay integration charge-coupled device (TDI CCD)

资金

  1. National Key Research and Development Program of China [2016YFB0501402]
  2. National Natural Science Foundation of China [61825103, 41801382, 91438112]

向作者/读者索取更多资源

This article proposes a continuous dynamic shooting model (CDSM) and a method based on jitter detection and image restoration for TDI CCDs, aiming to improve the accuracy of jitter detection and enhance the quality of restored images. The method utilizes an integral transformation function and adaptive image restoration based on context to achieve improved results in detecting jitter and enhancing the geometric and radiometric qualities of restored images.
Although time delay integration charge-coupled devices (TDI CCDs) have been widely used in high-resolution spaceborne optical cameras, they are sensitive to satellite jitter: the images obtained by them are affected by both distortion and blur. Therefore, according to the multistage integral imaging characteristics of TDI CCDs, this article not only proposes a continue dynamic shooting model (CDSM) to reflect the real push-broom mode of the satellite but also presents a method containing jitter detection and image restoration based on it. In the presented method, the CDSM subdivides the TDI CCD integration intervals. The subdivision number of CDSM is determined by the proposed integral transformation function (ITF). Then, it feeds back into the ITF and also contributes to the point spread function (PSF) estimation. Among the abovementioned, ITF defines the relationship between the parallax images and the jitter curve, and aims to improve the jitter detection performance. Finally, an adaptive image restoration based on context is conducted, which combines time, space, and spectrum information. Besides the simulated images, multispectral images of GaoFen-1 02 satellite were also adopted to validate the performance of the presented method. Experimental results indicate that the accuracy of the jitter detection is increased, and the geometric and radiometric qualities of restored images are also improved.

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