高分七号卫星影像融合中的全色-多光谱配准误差补偿模型

Compensation Model of GF-7 Panchromatic and Multispectral Image Registration Error

  • 摘要: 高分七号是中国第一颗面向1∶10 000立体测图的遥感卫星,其后视全色影像与多光谱影像通过融合可以得到最高0.65 m分辨率的多光谱融合影像。但在实际生产过程中,发现融合影像存在局部晕边现象。针对这一问题,分析了高分七号卫星影像的误差来源,并提出了全色-多光谱配准误差补偿模型,包含用于补偿线性误差的线性项、用于补偿子线阵电荷耦合器件安置误差和镜头畸变的分段四次多项式以及用于补偿周期性误差的三角级数项。根据该模型设计了求解模式和复用模式两种融合方案。利用中国广东地区和青海地区的高分七号影像数据进行实验验证,结果表明所提模型可以使融合配准精度由最大0.6多光谱像素提升至约0.07多光谱像素,平面误差小于0.25倍多光谱像素的区域占比由不足50%提升到约98%,完全满足融合影像生产要求。

     

    Abstract:
      Objectives  Gaofen-7 (GF-7) is the first 1∶10 000 stereo mapping satellite of China that can produce high-resolution fusion products. The fusion products are fused with the 0.65 m-panchromatic images and 2.6 m-multispectral images. However, in some fusion products, halos and shifts are existed.
      Methods  To deal with this problem, we analyze the cross-sensor error property of push-broom optical satellite and deduce a compensation model that induces a linear term to compensate for the internal and external orientation errors, a quartic piecewise polynomial term to rectify the lens-distortion and the sub-CCD(charge coupled device) placement error, and a trigonometric series term to correct for the errors caused by platform jitter.
      Results  Several scenes of GF-7 (6 in Guangdong and 3 in Qinghai) were used to demonstrate the compensation model. The results show that the registration RMSE(root mean square error) decreased from 0.6 multispectral-pixels to about 0.07 multispectral-pixels by solving and applying the compensation model, and proportion of areas which have less-than 0.25 multispectral-pixels registration error increased to about 98%, which meets the requirement of producing high-quality fusion products.
      Conclusions  The quantitative results not only reveal the feasibility to improve the accuracy of GF-7 fusion products used by first-level data and achieve the theoretical limit accuracy, but also demonstrate the stability of the piecewise polynomial term allowing for its repeated application to further enhance compensation efficiency.

     

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