Resampling Estimation based RPC Metadata Verification in Satellite Imagery
نویسندگان
چکیده
Recent advances in machine learning and computer vision have made it simple to manipulate a variety of media, including satellite images. Most the commercially available images go through process orthorectification remove potential distortions due terrain variations. This typically involves use rational polynomial coefficients (RPC) that geometrically remap pixels original image rectified image. paper proposes first method verify authenticity RPC metadata an orthorectified The steps include calculating Residual Discrete Fourier Transform (DFT) pattern from using linear predictor based residual spectral analysis comparing with Expected DFT is obtained associated If correct, then Residual-DFT (which represents data) Expected-Residual-DFT metadata) should be similar. We SSIM (Structural Similarity Index Metric) quantify similarity thereby if data has been tampered or not. Detailed experimental results demonstrate our achieves over 97% accuracy majority binary tampering detection tests.
منابع مشابه
Epipolar Resampling of High Resolution Satellite Imagery
This paper presents a practical method of epipolar resampling of high-resolution satellite imagery. Satellite imagery imaged with a linear array CCD sensor has quite different geometric characteristics from aerial photographs, therefore the conventional method of epipolar resampling is not applicable to it. On the other hand, epipolar resampling method based on rigorous orientation model with h...
متن کاملRegional Population Estimation Using Satellite Imagery
Population data provides statistical information that can in turn support decision making processes. It provides essential information regarding many practices such as rescue operations or humanitarian actions, which require the estimation of local population. While traditional approaches are possible, they tend to be time consuming and expensive. Copernicus Earth Observation data (Sentinel 2 s...
متن کاملPopulation Estimation Mining Using Satellite Imagery
Many countries around the world regularly collect census data. This census data provides statistical information regarding populations to in turn support decision making processes. However, traditional approaches to the collation of censes data are both expensive and time consuming. The analysis of high resolution satellite imagery provides a useful alternative to collecting census data which i...
متن کاملResampling-Based Change Point Estimation
Change point detecting problem is an important task in data mining applications. Standard statistical procedures for change point detection, based on maximum likelihood estimators, are complex and require building of parametric models of data. Instead, the methods of computational statistics replace complex statistical procedures with an amount of computation; so these methods become more popul...
متن کاملUses of Commercial Satellite Imagery in FMCT Verification
Negotiations on a fissile material cut-off treaty (FMCT) were agreed to in 1998 at the Conference on Disarmament (CD) in Geneva after several years’ delay caused by debates over its scope and linkage to nuclear disarmament measures. However, the negotiations have yet to get underway, as they have not been reauthorized by the CD in subsequent years. Should the negotiations move forward, it is ex...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
ژورنال
عنوان ژورنال: IEEE Transactions on Information Forensics and Security
سال: 2023
ISSN: ['1556-6013', '1556-6021']
DOI: https://doi.org/10.1109/tifs.2023.3276640