Analysis of the Slanted-Edge Measurement Method for the Modulation Transfer Function of Remote Sensing Cameras
Source abstract
Abstract
The modulation transfer function (MTF) serves as a crucial technical index for assessing the imaging quality of remote sensing cameras, which is integral throughout their entire operational cycle. Currently, the MTF evaluation of remote sensing cameras primarily relies on the slanted-edge method. The factors influencing the slanted-edge method’s effectiveness are broadly classified into two categories: algorithmic factors and image factors. This paper innovatively comprehensively analyzes the influencing factors of the slanted-edge method and proposes an improved slanted-edge method to calculate the MTF testing method of remote sensing cameras, which is applied to the MTF testing of remote sensing cameras. Since the traditional algorithm can only be applied in the small angle situation, this paper proposes a new method of slanted-edge method test calculation based on the optimal oversampling rate (OSR) adaptive model of the slanted edge and uses simulation experiments to verify the reliability of the algorithm model through the deviation of the slanted-edge angle calculation and MTF measurement, and the results show that the algorithm improves the accuracy of the MTF measurement compared with the ISO-cos and OMINI-sine methods. Then, the effects of the slanted-edge angle, image region of interest (ROI), as well as image contrast and signal-to-noise ratio (SNR) on the accuracy of the MTF calculation by the slanted-edge method were quantitatively analyzed as the constraints of the slanted-edge method test. Based on the laboratory target experiment, the algorithm flow and various influencing factors obtained in the simulation stage are verified, and the experimental results are more consistent with the various test results obtained in the simulation stage. Consequently, the slanted-edge method introduced in this paper is applicable for future remote sensing camera MTF testing. This approach offers a valuable reference for on-orbit focusing, satellite operational condition monitoring, lifespan estimation, and image restoration.
Source: crossref · Quality: baseline
Research context
OpenAlex topics: Calibration and Measurement Techniques · Infrared Target Detection Methodologies · Advanced Measurement and Detection Methods
SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.
Affiliations
Changchun Institute of Optics, Fine Mechanics and Physics, Chinese Academy of Sciences, Changchun 130033, China
University of Chinese Academy of Sciences, Beijing 100049, China
References (42)
Show source-provided references
1. Kabir, S., Leigh, L., and Helder, D. (2020). Vicarious Methodologies to Assess and Improve the Quality of the Optical Remote Sensing Images: A Critical Review. Remote Sens., 12.10.3390/rs12244029 ↗
2. Xu, L., Yan, C., Gu, Z., Li, M., and Li, C. (2019). Analysis of Dynamic Modulation Transfer Function for Complex Image Motion. Appl. Sci., 9.10.3390/app9235142 ↗
3. MTF Estimation via BP Neural Networks and Markov Model for Space Optical Camera10.1016/j.jfranklin.2013.06.024 ↗
4. Modulation Transfer Function Measurement Using Three- and Four-Bar Targets10.1364/AO.34.008050 ↗
5. Measurement of the Modulation Transfer Function of a Charge-Coupled Device Array by the Combination of the Self-Imaging Effect and Slanted Edge Method10.1364/AO.52.004724 ↗
6. Slit Slat Collimator Optimization with Respect to MTF10.1016/j.apradiso.2004.07.009 ↗
7. Measurement of the Modulation Transfer Function of an X-ray Microscope Based on Multiple Fourier Orders Analysis of a Siemens Star10.1364/OE.23.009567 ↗
8. Apochromatic X-ray Focusing10.1038/s41377-023-01157-8 ↗
9. Comparison of MTF Measurements Using Edge Method: Towards Reference Data Set10.1364/OE.26.033625 ↗
10. Does the Slanted-Edge Method Provide the True Value of Spatial Frequency Response?10.1364/JOSAA.478864 ↗
11. IKONOS Spatial Resolution and Image Interpretability Characterization10.1016/j.rse.2003.07.006 ↗
12. Comparison of Stereo-Extracted DTM from Different High-Resolution Sensors: SPOT-5, EROS-a, IKONOS-II, and QuickBird10.1109/TGRS.2004.834641 ↗
13. Automatic Spectral Rule-Based Preliminary Classification of Radiometrically Calibrated SPOT-4/-5/IRS, AVHRR/MSG, AATSR, IKONOS/QuickBird/OrbView/GeoEye, and DMC/SPOT-1/-2 Imagery—Part II: Classification Accuracy Assessment10.1109/TGRS.2009.2032064 ↗
14. On-Orbit MTF Estimation for GF-4 Satellite Using Spatial Multisampling on a New Target10.1109/LGRS.2019.2915159 ↗
15. A Procedure for High Resolution Satellite Imagery Quality Assessment10.3390/s90503289 ↗
16. (2023). Photography-Electronic Still Picture Imaging-Resolution and Spatial Frequency Responses, Document ISO 12233:2023. Multiple (Standard No. ISO 12233:2023).
17. Nonlinear Model for an Optical Read-Only-Memory Disk Readout Channel Based on an Edge-Spread Function10.1364/AO.41.002679 ↗
18. Li, L., Cao, J., Wei, S., Jiang, Y., and Shen, X. (2023). Improved On-Orbit MTF Measurement Method Based on Point Source Arrays. Remote Sens., 15.10.3390/rs15164028 ↗
19. Modeling the Measurement Precision of Fringe Projection Profilometry10.1038/s41377-023-01294-0 ↗
20. Cho, H.-W., Yoon, H.-J., and Yoon, J.-C. (2016). Analysis of Crack Image Recognition Characteristics in Concrete Structures Depending on the Illumination and Image Acquisition Distance through Outdoor Experiments. Sensors, 16.10.3390/s16101646 ↗
21. Modified Slanted-Edge Method and Multidirectional Modulation Transfer Function Estimation10.1364/OE.22.006040 ↗
22. Larabi, M.-C., and Triantaphillidou, S. (2015). A Study of Slanted-Edge MTF Stability and Repeatability, SPIE.
23. Measurement of the Modulation Transfer Function of Infrared Cameras10.1117/12.203133 ↗
24. MTF Assessment of High Resolution Satellite Images Using ISO 12233 Slanted-Edge Method
25. Edge-Based Modulation Transfer Function Measurement Method Using a Variable Oversampling Ratio10.1364/OE.435981 ↗
26. Application of ISO Standard Methods to Optical Design for Image Capture
27. Correction of the Error Induced by Obscurations of Ritchey-Chretien Collimators for High-Resolution Space Camera MTF Measured with the ISO 12233 Slanted-Edge Method10.1016/j.ijleo.2021.166653 ↗
28. High-Fidelity Structured Illumination Microscopy by Point-Spread-Function Engineering10.1038/s41377-021-00513-w ↗
29. Optical Transfer Function for Incomplete Circular Pupil10.1016/j.ijleo.2019.162957 ↗
30. Reversible 3D Optical Data Storage and Information Encryption in Photo-Modulated Transparent Glass Medium10.1038/s41377-021-00581-y ↗
31. Hyper-Temporal Data Based Modulation Transfer Functions Compensation for Geostationary Remote Sensing Satellites
32. Asnani, S., Presti, F.L., Amato, L., and Montrucchio, B. (2021, January 22–24). MTFCalculator—A Mobile Application for Measuring the Modulation Transfer Function of Built-in Cameras of Smartphones Using ISO 12233 Slanted-Edge Method. Proceedings of the 2021 IEEE 6th International Conference on Signal and Image Processing (ICSIP), Nanjing, China.10.1109/ICSIP52628.2021.9688610 ↗
33. Weak Measurements and Quantum-to-Classical Transitions in Free Electron–Photon Interactions10.1038/s41377-023-01292-2 ↗
34. Augmented Reality and Virtual Reality Displays: Emerging Technologies and Future Perspectives10.1038/s41377-021-00658-8 ↗
35. Multi-Scale Gray Level Co-Occurrence Matrices for Texture Description10.1016/j.neucom.2012.09.042 ↗
36. Gribbon, K.T., and Bailey, D.G. (2004, January 28–30). A Novel Approach to Real-Time Bilinear Interpolation. Proceedings of the DELTA 2004: Second IEEE International Workshop on Electronic Design, Test and Applications, Perth, WA, Australia.
37. Namin, A.H., Leboeuf, K., Muscedere, R., Wu, H., and Ahmadi, M. (2009, January 24–27). Efficient Hardware Implementation of the Hyperbolic Tangent Sigmoid Function. Proceedings of the 2009 IEEE International Symposium on Circuits and Systems, Taipei, Taiwan.10.1109/ISCAS.2009.5118213 ↗
38. Fourier Imager Network (FIN): A Deep Neural Network for Hologram Reconstruction with Superior External Generalization10.1038/s41377-022-00949-8 ↗
39. Regularized Slanted-Edge Method for Measuring the Modulation Transfer Function of Imaging Systems10.1364/AO.57.006552 ↗
40. Zhang, S., Wang, F., Wu, X., and Gao, K. (2023). MTF Measurement by Slanted-Edge Method Based on Improved Zernike Moments. Senssors, 23.10.3390/s23010509 ↗
41. Updated Camera Spatial Frequency Response for ISO 1223310.2352/EI.2022.34.9.IQSP-357 ↗
42. Hamming Window to the Digital World10.1109/JPROC.2017.2697118 ↗