| Course Unit Code | 460-4123/01 |
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| Number of ECTS Credits Allocated | 4 ECTS credits |
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| Type of Course Unit * | Optional |
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| Level of Course Unit * | Second Cycle |
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| Year of Study * | Second Year |
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| Semester when the Course Unit is delivered | Winter Semester |
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| Mode of Delivery | Face-to-face |
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| Language of Instruction | Czech |
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| Prerequisites and Co-Requisites | Course succeeds to compulsory courses of previous semester |
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| Name of Lecturer(s) | Personal ID | Name |
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| SOJ10 | doc. Dr. Ing. Eduard Sojka |
| Summary |
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| In the course, the students are acquainted with the fundamentals of digital image processing, with the methods that are used for attacking the image data, and with the methods of detecting such unauthorised attacks. Furthermore, the possibilities are discussed how image analysis can be used in safety applications and in biometric identification. |
| Learning Outcomes of the Course Unit |
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The students completing the course will be able to:
- understand the principles of capturing, compression and transmission of images and video,
- understand the essence of digital image editing, and will be able to create their own applications,
- understand the methods of image authentication,
- understand the methods of detecting unwanted image manipulation, and will be able to create their own applications,
- understand the methods of transmitting messages in images and the possibilities of their detection,
- understand the basic principles of forensic methods in image processing,
- get acquainted with the possibilities of using image analysis in security applications. |
| Course Contents |
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1. Capturing and representing images.
2. The space of image signals and its properties
3. Operations with images, convolution.
4. Image transforms (Fourier and cosine).
5. Image compression.
6. Video compression.
7. Camera systems, video streaming and its security.
8. Digital image authentication, watermarking.
9. Methods of image manipulation detection.
10. Steganography and steganalysis.
11. Forensic applications of digital image processing and analysis.
12. Counter-forensic methods of attacks.
13. Methods of biometric identification.
14. Image analysis in security applications (an overview). |
| Recommended or Required Reading |
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| Required Reading: |
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• Bull D.R.: Communicating Pictures: A Course in Image and Video Coding 1st Edition, 2014, ISBN-13: 978-0124059061, ISBN-10: 0124059066
• Borengasser, M.: Forensic Image Processing, McGraw-Hill Education, 2016, ISBN10 0071599339, ISBN13 9780071599337
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• Sojka, E.: Digitální zpracování a analýza obrazů, učební texty, VŠB-TU Ostrava, 2000, ISBN 80-7078-746-5
• Bull D.R.: Communicating Pictures: A Course in Image and Video Coding 1st Edition, 2014, ISBN-13: 978-0124059061, ISBN-10: 0124059066
• Borengasser, M.: Forensic Image Processing, McGraw-Hill Education, 2016, ISBN10 0071599339, ISBN13 9780071599337
Doporučená literatura:
Sojka, E., Gaura, J., Krumnikl, M.: Matematické základy digitálního zpracování obrazu, VŠB-TU Ostrava, 2011
• Zivic, N.: Robust Image Authentication in the presence of noise, Springer International Publishing, 2015, ISBN 3319131559, 9783319131559
• Gonzalez, R., C., Woods, R., E.: Digital Image Processing, Prentice Hall, ISBN-10: 013168728X, ISBN-13: 978-0131687288, 2007
• K. R. Rao, Do Nyeon Kim, Jae Jeong Hwang: Video coding standards: AVS China, H.264/MPEG-4 PART 10, HEVC, VP6, DIRAC and VC-1 (Signals and Communication Technology) 2014th, ISBN-13: 978-9400767416, ISBN-10: 9400767412
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| Recommended Reading: |
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• Zivic, N.: Robust Image Authentication in the presence of noise, Springer International Publishing, 2015, ISBN 3319131559, 9783319131559
• Gonzalez, R., C., Woods, R., E.: Digital Image Processing, Prentice Hall, ISBN-10: 013168728X, ISBN-13: 978-0131687288, 2007
• K. R. Rao, Do Nyeon Kim, Jae Jeong Hwang: Video coding standards: AVS China, H.264/MPEG-4 PART 10, HEVC, VP6, DIRAC and VC-1 (Signals and Communication Technology) 2014th, ISBN-13: 978-9400767416, ISBN-10: 9400767412
|
• Sojka, E., Gaura, J., Krumnikl, M.: Matematické základy digitálního zpracování obrazu, VŠB-TU Ostrava, 2011
• Zivic, N.: Robust Image Authentication in the presence of noise, Springer International Publishing, 2015, ISBN 3319131559, 9783319131559
• Gonzalez, R., C., Woods, R., E.: Digital Image Processing, Prentice Hall, ISBN-10: 013168728X, ISBN-13: 978-0131687288, 2007
• K. R. Rao, Do Nyeon Kim, Jae Jeong Hwang: Video coding standards: AVS China, H.264/MPEG-4 PART 10, HEVC, VP6, DIRAC and VC-1 (Signals and Communication Technology) 2014th, ISBN-13: 978-9400767416, ISBN-10: 9400767412
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| Planned learning activities and teaching methods |
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| Lectures, Tutorials |
| Assesment methods and criteria |
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| Task Title | Task Type | Maximum Number of Points
(Act. for Subtasks) | Minimum Number of Points for Task Passing |
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| Credit and Examination | Credit and Examination | 100 (100) | 51 |
| Credit | Credit | 30 | 15 |
| Examination | Examination | 70 | 35 |