Hyperspectral remote sensing data compression and protection
Автор: Gashnikov Mikhael Valeryevich, Glumov Nikolay Ivanovich, Kuznetsov Andrey Vladimirovich, Mitekin Vitaly Anatolyevich, Myasnikov Vladislav Valerievich, Sergeyev Vladislav Victorovich
Журнал: Компьютерная оптика @computer-optics
Рубрика: Обработка изображений: Распознавание образов
Статья в выпуске: 5 т.40, 2016 года.
Бесплатный доступ
In this paper, we consider methods for hyperspectral image processing, required in systems of image formation, storage, and transmission and aimed at solving problems of data compression and protection. A modification of the digital image compression method based on a hierarchical grid interpolation is proposed. Methods of active (on the basis of digital watermarking) and passive (on the basis of artificial image distortion detection) data protection against unauthorized dissemination are developed and investigated.
Digital image processing, image analysis, hyperspectral images, data compression, hierarchical grid interpolation method, digital watermarks
Короткий адрес: https://sciup.org/14059609
IDR: 14059609 | DOI: 10.18287/2412-6179-2016-40-5-689-712
Список литературы Hyperspectral remote sensing data compression and protection
- Chang, C.-I. Hyperspectral data processing: algorithm design and analysis/C.-I. Chang. -Hoboken, NJ: Wiley Press, 2013. -ISBN: 978-0-471-69056-6.
- Schowengerdt, R.A. Remote sensing -models and methods for image processing/R.A. Schowengerdt. -2nd ed. -London, San Diego: Academic Press, 1997. -ISBN: 0-12-628981-6.
- Chang, C.-I. Hyperspectral imaging: techniques for spectral detection and classification/C.-I. Chang. -New York: Springer, 2003. -ISBN: 978-0-306-47483-5. - DOI: 10.1007/978-1-4419-9170-6
- Borengasser, M. Hyperspectral remote sensing -principles and applications/M. Borengasser, W.S. Hungate, R. Watkins. -Boca Raton, FL: CRC Press, 2004. -ISBN: 978-1-566-70654-4.
- Chang, C.-I. Hyperspectral data exploitation: theory and applications/C.-I. Chang. -Wiley-Interscience, 2007. -ISBN: 978-0-471-74697-3. - DOI: 10.1002/9780470124628.ch3
- Gashnikov, M.V. Regional geographic information systems for gas network monitoring/M.V. Gashnikov, N.I. Glumov, V.V. Myasnikov, A.V. Chernov, E.V. Ivanova//Pattern Recognition and Image Analysis. -2015. -Vol. 25(3). -P. 418-422. - DOI: 10.1134/S1054661815030062
- Chanussot, J. Foreword to the Special Issue on Hyperspectral Image and Signal Processing/J. Chanussot, M. Crawford, B. Kuo//IEEE Transactions on Geoscience and Remote Sensing. -2010. -Vol. 48(11). -P. 3871-3876. - DOI: 10.1109/TGRS.2010.2085313
- Chang, C.-I. Anomaly detection and classification for hyperspectral imagery/C.-I. Chang, S.S. Chiang//IEEE Transactions on Geoscience and Remote Sensing. -2002. -Vol. 40(6). -P. 1314-1325. - DOI: 10.1109/TGRS.2002.800280
- Benz, U. Multi-resolution, object-oriented fuzzy analysis of remote sensing data for GIS-ready information/U. Benz, P. Hofmann, G. Willhauck, I. Lingenfelder, M. Heynen//ISPRS Journal of Photogrammetry and Remote Sensing. -2004. -Vol. 58(3). -P. 239-258. - DOI: 10.1016/j.isprsjprs.2003.10.002
- Gashnikov, M.V. Hierarchical compression for hyperspectral image storage/M.V. Gashnikov, N.I. Glumov//Computer Optics. -2014. -Vol. 38(3). -P. 482-488. -.
- Gashnikov, M.V. Hyperspectral images repository using a hierarchical compression/M.V. Gashnikov, N.I. Glumov//23-rd International Conference on Computer Graphics, Visualization and Computer Vision proceeding 2015. -2015. -P. 1-4. -ISBN: 978-80-86943-67-1. -ISSN: 2464-4617.
- Salomon, D. Data Compression. The Complete Reference/D. Salomon. -4th ed. -London: Springer-Verlag, 2007. -ISBN: 978-1-84628-602-5. -DOI: 10.1007/978-1-84628-603-2.
- Vatolin, D. Data compression methods. Archive program architecture, image and video compression/D. Vatolin, A. Ratushnyak, M. Smirnov, V. Yukin. -Moscow: “DIALOG-MIFI” Publisher, 2002. -.
- Pratt, W.K. Digital image processing: PIKS Scientific Inside/W.K. Pratt. -4th ed. -John Wiley & Sons, Inc., 2007. -ISBN: 978-0-471-76777-0. - DOI: 10.1002/0470097434
- Computer Image Processing, Part II: Methods and algorithms/A.V. Chernov, V.M. Chernov, M.A. Chicheva, V.A. Fursov, M.V. Gashnikov, N.I. Glumov, N.Y. Ilyasova, A.G. Khramov, A.O. Korepanov, A.V. Kupriyanov, E.V. Myasnikov, V.V. Myasnikov, S.B. Popov, V.V. Sergeyev, V.A. Soifer. -Ed. by V.A. Soifer. -VDM Verlag, 2009. -ISBN: 978-3-639-17545-5.
- Gashnikov, M.V. Parameterization of nonlinear Greham predictor for digital image compression/M.V. Gashnikov//Computer Optics. -2016. -Vol. 40(2). -P. 225-231. - -6179-2016-40-2-225-231. - DOI: 10.18287/2412
- Woods, E. Digital Image Processing/E. Woods, R. Gonzalez. -3rd ed. -Prentice Hall, 2007. -ISBN: 978-0-131-68728-8.
- Wallace, G. The JPEG Still Picture Compression Standard/G. Wallace//Communications of the ACM. -1991. -Vol. 34(4). -P. 30-44. - DOI: 10.1145/103085.103089
- Sridevi, M. Comparative study of image forgery and copy-move techniques/M. Sridevi, C. Mala, S. Sanyam. -Second International Conference on Computer Science, Engineering and Applications (ICCSEA 2012). -New Delhi, India, 2012. -P. 715-723.
- Lossless Multispectral & Hyperspectral Image Compression. Recommendation for Space Data System Standards, CCSDS 123.0-B-1. Blue Book; 1. Washington, D.C.: CCSDS, 2012.
- Nian, Y. Lossless and near-lossless compression of hyperspectral images based on distributed source coding/Y. Nian, M. He, J. Wan//Journal of Visual Communication and Image Representation. -2015. -Vol. 28. -P. 113-119. -DOI: 10.1016/j.jvcir.2014.06.008.
- Valsesia, D. A novel rate control algorithm for onboard predictive coding of multispectral and hyperspectral images/D. Valsesia, E. Magli//IEEE Transactions on Geoscience and Remote Sensing. -2014. -Vol. 52(10). -P. 6341-6355. - DOI: 10.1109/TGRS.2013.2296329
- Multispectral Hyperspectral Data Compression Working Group. -URL: cwe.ccsds.org/sls/default.aspx.
- Consultative Committee for Space Data Systems (CCSDS). -URL: http://www.ccsds.org.
- Gashnikov, M.V. The image compression method in real-time remote sensing/M.V. Gashnikov, N.I. Glumov, V.V. Sergeyev//9th All-Russian conference “Mathematical methods of pattern recognition”, Moscow, 1999.-1999. -P. 160-163. -.
- Gashnikov, M.V. Compression Method for Real-Time Systems of Remote Sensing/M.V. Gashnikov, N.I. Glumov, V.V. Sergeyev//15th International Conference on Pattern Recognition 2000 (Barselona). -2000. -Vol. 3. -P. 232-235. -DOI: 10.1109/ICPR.2000.903527.
- Gashnikov, M.V. Hierarchical grid interpolation for hyperspectral image compression/M.V. Gashnikov, N.I. Glumov//Computer Optics. -2014. -Vol. 38(1). -P. 87-93. -.
- Gashnikov, M.V. Hierarchical GRID Interpolation under Hyperspectral Images Compression/M.V. Gashnikov, N.I. Glumov//Optical Memory and Neural Networks (Information Optics). -2014. -Vol. 23(4). -P. 246-253. - DOI: 10.3103/S1060992X14040031
- Gashnikov, M.V. A hierarchical compression method for space images/M.V. Gashnikov, N.I. Glumov, V.V. Sergeyev//Automation and Remote Control. -2010. -Vol. 71(3). -P. 501-513. - DOI: 10.1134/S0005117910030112
- Gashnikov, M.V. Onboard processing of hyperspectral data in the remote sensing systems based on hierarchical compression/M.V. Gashnikov, N.I. Glumov//Computer Optics. -2016. -Vol. 40(4). -P. 543-551. - DOI: 10.18287/2412-6179-2016-40-4-543-551
- Glumov, N.I. Improving Noise Immunity of Transmission of Compressed Digital Images/N.I. Glumov//Pattern Recognition and Image Analysis. -2003. -Vol. 13(2). -P. 273-276.
- Lin, S. Error Control Coding: Fundamentals and Applications/S. Lin, D. Costello. -2nd ed. -New Jersey: Prentice-Hall, inc., Englewood Cliffs, 2004. -ISBN: 978-0-130-42672-7.
- SpecTIR data -Advanced hyperspectral and geospatial solutions. Corporate headquarters SpecTIR remote sensing. -URL: www.spectir.com/free-data-samples.
- AVIRIS data -ordering free AVIRIS standard data products. Jet propulsion laboratory. -URL: http://aviris.jpl.nasa.gov/data/free_data.html.
- Kbaier, I. A novel content preserving watermarking scheme for multipectral images/I. Kbaier, Z. Belhadj//Information and Communication Technologies (ICTTA'06, 2nd). -2006. -Vol. 1. -P. 322-327. - DOI: 10.1109/ICTTA.2006.1684390
- Minguillón, J. Evaluation of copyright protection schemes for hyperspectral imaging/J. Minguillón, J. Herrera-Joancomarti, D. Megias, J. Serra-Sagrista//Proceedings of SPIE. -2004. -Vol. 5238. -P. 512-523. -DOI: 10.1117/12.511161.
- Jing, L. Zero-watermarking for copyright protection of remote sensing image/L. Jing, Y. Zhang, G. Chen//Signal Processing (ICSP 2008. 9th International Conference on). -2008. -P. 1083-1086. - DOI: 10.1109/ICOSP.2008.4697317
- Wang, X. A novel information hiding technique for remote sensing image/X. Wang, Z. Guan, C. Wu//In: Proceeding ADMA'05 Proceedings of the First international conference on Advanced Data Mining and Applications. -2005. -P. 423-430. - DOI: 10.1007/11527503_51
- Kaarna, A. Digital watermarking of spectral images in PCA/Wavelet-transform domain/A. Kaarna, P. Toivanen//Geoscience and Remote Sensing Symposium (IGARSS'03) Proceedings. -2003. -Vol. 6. -P. 3564-3567. - DOI: 10.1109/IGARSS.2003.1294855
- Kaarna, A. Digital watermarking of spectral images with three-dimensional wavelet transform/A. Kaarna, J. Parkkinen//In: Image Analysis. Proceedings of the 13th Scandinavian Conference, SCIA 2003 Halmstad, Sweden, June 29 -July 2, 2003. -P. 320-327. - DOI: 10.1007/3-540-45103-X_44
- Melgani, F. Near-lossless spread spectrum watermarking for multispectral remote sensing images/F. Melgani, R. Benzid, F. De Natale//Journal of Applied Remote Sensing. -2007. -Vol. 1(1). -013501. - DOI: 10.1117/1.2535355
- Panyavaraporn, J. Digital Image-in-Image Watermarking of Remote Sensing Images/J. Panyavaraporn, Y. Rangsanseri//26th Asian Conference on Remote Sensing and 2nd Asian Space Conference ACRS2005. -2005. -Vol. 1. -P. 1145-1150.
- Barni, M.F. Near-lossless digital watermarking for copyright protection of remote sensing images/M.F. Barni, F. Bartolinib, V. Cappellinib, E. Maglic, G. Olmoc//Geoscience and Remote Sensing Symposium (IGARSS '02). -2002. -Vol. 3. -P. 1447-1449. -DOI: 10.1109/IGARSS.2002.1026144.
- Doërr, G. Security pitfalls of frame-by-frame approaches to video watermarking/G. Doërr, J.L. Dugelay//IEEE Transactions on Signal Processing. -2004. -Vol. 52(10). -P. 2955-2964. - DOI: 10.1109/TSP.2004.833867
- Lin, E.T. A review of fragile image watermarks/E.T. Lin, E.J. Delp//Proceedings of the Multimedia and Security Workshop (ACM Multimedia '99) Multimedia Contents, October 1999, Orlando 1999. -1999. -Vol. 1. -P. 25-29.
- Tirkel, A.Z. A unique watermark for every image/A.Z. Tirkel, T.E. Hall//IEEE Multimedia. -2001. -Vol. 8(4). -P. 30-37. - DOI: 10.1109/93.959098
- Van Schyndel, R.G. Key independent watermark detection/R.G. Van Schyndel, A.Z. Tirkel, I.D. Svalbe//IEEE International Conference on Multimedia Computing and Systems. -1999. -Vol. 1. -P. 580-585. - DOI: 10.1109/MMCS.1999.779265
- Van Schyndel, R.G. Spread-spectrum digital watermarking concepts and higher dimensional array constructions/R.G. Van Schyndel, A.Z. Tirkel, I.D. Svalbe, T.E. Hall, C.F. Osborne//First International Online Symposium on Electronics Engineering 2000. -2000. -P. 1-13.
- Van Schyndel, R.G. Algebraic construction of a new class of quasi-orthogonal arrays for steganography/R.G. Van Schyndel, A.Z. Tirkel, I.D. Svalbe, T.E. Hall, C.F. Osborne//Proceedings of SPIE. -1999. -Vol. 3657. -P. 354-364. - DOI: 10.1117/12.344685
- Chen, L. Communication system security/L. Chen, G. Gong. -Boca Raton, FL: CRC Press, 2012. -ISBN: 978-1-439-84036-8.
- Mitekin, V.A. A new watermarking sequence generation algorithm for collision-free digital watermarking/V.A. Mitekin, E.I. Timbay//Intelligent Information Hiding and Multimedia Signal Processing (IIH-MSP) Eighth International Conference on. -2012. -P. 256-260. - DOI: 10.1109/IIH-MSP.2012.68
- Mitekin, V.A. A new method for high-capacity information hiding in video robust against temporal desynchronization/V.A. Mitekin, V.A. Fedoseev//Proceedings of SPIE. -2015. -Vol. 9445. -94451A. - DOI: 10.1117/12.2180550
- Mahdian, B. A bibliography on blind methods for identifying image forgery/B. Mahdian, S. Saic//Signal Processing: Image Communication. -2010. -Vol. 25(6). -P. 389-399. - DOI: 10.1016/j.image.2010.05.003
- Fridrich, J. Detection of copy-move forgery in digital images/J. Fridrich, D. Soukal, J. Lukas//Proceedings of Digital Forensic Research Workshop, Cleveland 2003. -2003. -P. 55-61.
- Mahdian, B. A cyclostationarity analysis applied to image forensics/B. Mahdian, S. Saic//IEEE Workshop on Applications of Computer Vision (IEEE WACV), Snowbird 2009. -2009. -P. 1-6. - DOI: 10.1109/WACV.2009.5403088
- Farid, H. Exposing digital forgeries from JPEG ghosts/H. Farid//IEEE Transactions on Information Forensics and Security. -2009. -Vol. 4(1). -P. 154-160. - DOI: 10.1109/TIFS.2008.2012215
- Ng, T.T. Camera response function signature for digital forensics -Part II: Signature extraction/T.T. Ng//IEEE Workshop on Information Forensics and Security. -2009. -P. 161-165. - DOI: 10.1109/WIFS.2009.5386461
- Popescu, A.C. Exposing digital forgeries by detecting traces of re-sampling/A.C. Popescu, H. Farid//IEEE Transactions on Signal Processing. -2005. -Vol. 53(2). -P. 758-767. - DOI: 10.1109/TSP.2004.839932
- Poilpré, M.C. Image tampering detection using Bayer interpolation and JPEG compression/M.C. Poilpré, P. Perrot, H. Talbot//Proceedings of the 1st International Conference on Forensic Applications and Techniques in Telecommunications, Information, and Multimedia Workshop 2008. -2008. -P. 1-5.
- Bayram, S. A survey of copy-move forgery detection techniques/S. Bayram, H.T. Sencar, N. Memon//Proceedings of the IEEE Western New York Image Processing Workshop 2009. -2009. -P. 538-542.