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On-Orbit Modulation Transfer Function Estimation Based on the Refined Image Kernel
Yuanhang Wang1,2,3, Xing Zhong3,4, Zheng Qu1,2,3
1Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China.
This study introduces a new method for measuring modulation transfer function (MTF) using refined image kernels from remote sensing images, improving accuracy and efficiency for satellite imaging quality assessment.
Area of Science:
- Remote Sensing
- Optical Imaging
- Image Quality Assessment
Background:
- Traditional on-orbit modulation transfer function (MTF) measurement methods rely on external targets, limiting their applicability.
- Accurate on-orbit MTF measurement is crucial for assessing satellite optical imaging quality and stability.
Purpose of the Study:
- To develop a novel, efficient, and accurate on-orbit MTF measurement method for remote sensing imagers.
- To overcome the limitations of traditional MTF measurement techniques dependent on external features.
Main Methods:
- A refined image kernel (RIK) is estimated from remote sensing sub-images using iterative support detection (ISD) and central pixel energy concentration (EC).
- Modulation transfer function (MTF) curves are calculated by interpolating the RIK and applying Fourier transform.
- The final MTF is determined by averaging MTFs at Nyquist frequency from each RIK.
Main Results:
- The proposed method demonstrated a maximum error of less than 7% compared to the ISO12233 edge method.
- Relative error did not exceed 5% for image signal-to-noise ratio (SNR) above 20dB.
- On-orbit measurements using Jilin-1 satellite data showed a maximum error of less than 2% compared to the ISO12233 edge method.
Conclusions:
- The refined image kernel (RIK) method provides highly accurate and robust on-orbit MTF measurements.
- This technique significantly increases the efficiency of on-orbit MTF assessment for remote sensing imagers.
- The method serves as a valuable reference for high-frequency monitoring of satellite on-orbit stability and optical imaging quality.
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