Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern
Metadata
- Publisher
- SMPTE
- Doc Type
- Journal Article
- Content Type
- Original Research
- Abbreviated Title
- SMPTE Motion Imaging Jour.
- Volume
- 134, No. 5, pp. 67–75
- Abstract
- Film grain is a distinctive characteristic of analog film that contributes to the cinematic look of videos but reduces compression efficiency, making video distribution challenging-especially at low bitrates. AV1 film grain synthesis framework addresses this by separating and estimating film grain during encoding and reconstructing it during decoding. Film grain block size, as an important parameter of the framework, significantly impacts reconstruction quality, with larger sizes potentially causing noticeable repetitive patterns, degrading the viewing experience. In response, we propose a novel, first-of-its-kind perceptual quality assessment method to detect and penalize repetitive patterns efficiently, leveraging the characteristics of the human visual system. Our method normalizes the input frame, identifies its local similarities with grain templates to localize repetitive patterns, and utilizes perceptual pooling to score film grain pattern quality. We validate its effectiveness through a subjective experiment with expert viewers and further discuss its practical value for guiding improvements in AV1 film grain synthesis.
- Publication Date
- 2025-09-01
- DOI
10.5594/JMI.2025/MUNU2550- ISSN
- Print:
1545-0279| Electronic:2160-2492 - Link
- https://doi.org/10.5594/JMI.2025/MUNU2550
- Author(s)
- Armin Shafiee SarvestaniHojatollah Yeganeh
- Keyword(s)
- Film Grain Quality Assessment, Film Grain Repetitive Pattern Detection
- Copyright
- © 2025 SMPTE
Bibliographic Reference(s)
- Joint Video Experts Team (JVET) of ITU-T SG 16 WP 3 and ISO/IEC JTC 1/SC 29, “Film grain synthesis technology for video applications,” Draft 4, 2023. EXTERNAL
- J. C. K. Yan and D. Hatzinakos, “Signal-dependent Film Grain Noise Removal and Generation Based on Higher-order Statistics,” Proc. IEEE Signal Processing Work-shop on Higher-Order Statistics, pp. 77–81, 1997. EXTERNAL
- J. Dai, “Film Grain Noise Removal and Synthesis in Video Coding,” Proc. IEEE Int. Conf. Acoust., Speech and Signal Process; pp. 890–893, 2010. EXTERNAL
- B. T. Oh, S. Lei, and C. C. J. Kuo, “Advanced Film Grain Noise Extraction and Synthesis for High-definition Video Coding,” IEEE Trans. Circuits Syst. Video Technol., 19(12):1717–1729, Dec. 2009. EXTERNAL
- Z. Ameur, “Deep-based Film Grain Removal and Synthesis,” IEEE Trans. Image Process., 32:5046–5059, Sep. 2023. EXTERNAL
- A. Newson, J. Delon, and B. Galerne, “A Stochastic Film Grain Model for Resolution Independent Rendering,” Compute. Graph. Forum, 36 (8):684–699, Dec. 2017. EXTERNAL
- A. Norkin and N. Birkbeck, “Film grain synthesis for av1 video codec,” Proc. Data Compression Conf. (DCC), Snowbird, UT, pp. 3–12, Mar. 2018. EXTERNAL
- Dan Grois, “Returning Greatness to Film Grain: Introducing av1-compatible Film Grain Modeling for Existing HEVC-based video codecs,” SMPTE Mot. Imag. J., 133(1): 40–50, Jan/Feb. 2024. EXTERNAL
- J. Sapra, K. Zeng, and H. Yeganeh, “A Subjective Study of Film Grain Synthesis for the Preservation of Creative Intent,” IBC 2023, Amsterdam, The Netherlands, Sep. 2023. EXTERNAL
- M. Jiang, “Quantitative Assessment of Film Grain Similarity: An Objective Model,” IBC 2024, Amsterdam, The Netherlands, Sep. 2024. EXTERNAL
- Alliance for Open Media, “Scalable Video Technology for AV1 (SVT-AV1 Encoder).” Accessed: 27 Aug. 2024. [Online]. Available: https://gitlab.com/AOMediaCodec/SVT-AV1. EXTERNAL
- VideoLAN, “Dav1d, av1 Cross-platform Open-source Decoder.” [Accessed: 16 Feb. 2024]. [Online]. Available: https://code.videolan.org/videolan/dav1d, Accessed: 2024-02-16. EXTERNAL
- International Telecommunication Union-Radiocommunication (ITU-R), Recom-mendation BT.500–15, “Methodologies for the subjective assessment of the quality of television images,” May 2023. EXTERNAL
- S. J. Daly, “Visible Differences Predictor: An Algorithm for the Assessment of Image Fidelity,” Proc. SPIE, Hum. Vis. Vis. Process. Digit. Display III, B. E. Rogowitz, Ed., Int. Soc. Opt. Photon (SPIE), Vol. 1666, pp. 2–15, Feb. 1992. EXTERNAL
- C. J. Van den Branden Lambrecht and O. Verscheure, “Perceptual quality measure using a spatiotemporal model of the human visual system,” Proc. SPIE Digital Video Compression: Algorithms and Technologies, Vol. 2668, pp. 450–461, Feb. 1996. EXTERNAL
- A. K. Moorthy and A. C. Bovik, “Perceptually significant spatial pooling techniques for image quality assessment,” Proc. SPIE Human Vision and Electronic Imaging XIV, Vol. 7240, pp. 339–349, 2009. EXTERNAL
- Video Quality Experts Group, “Final report from the video quality experts group on the validation of objective models of video quality assessment, phase II,” VQEG, 2003. EXTERNAL
- H. R. Sheikh, M. F. Sabir, and A. C. Bovik, “A Statistical Evaluation of Recent Full-Reference Image Quality Assessment Algorithms,” IEEE Trans. Image Process., 15(11): 3440–3451, Nov. 2006. EXTERNAL
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Armin Shafiee Sarvestani and Hojatollah Yeganeh; Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern, MIJ 2025, Volume 134, Number 5 (pp. 67 to 75); SMPTE, 2025. Available at https://doi.org/10.5594/JMI.2025/MUNU2550
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Armin Shafiee Sarvestani and Hojatollah Yeganeh; Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern, MIJ 2025, Volume 134, Number 5 (pp. 67 to 75); SMPTE, 2025. Available at https://doi.org/10.5594/JMI.2025/MUNU2550
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Armin Shafiee Sarvestani and Hojatollah Yeganeh; Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern, MIJ 2025, Volume 134, Number 5 (pp. 67 to 75); SMPTE, 2025. Available at https://doi.org/10.5594/JMI.2025/MUNU2550
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<span class="citation">Armin Shafiee Sarvestani and Hojatollah Yeganeh; <cite>Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern</cite>, MIJ 2025, Volume 134, Number 5 (pp. 67 to 75); SMPTE, 2025. Available at <a href="https://doi.org/10.5594/JMI.2025/MUNU2550" target="_blank" rel="noopener">https://doi.org/10.5594/JMI.2025/MUNU2550</a></span>
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Armin Shafiee Sarvestani and Hojatollah Yeganeh; Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern, MIJ 2025, Volume 134, Number 5 (pp. 67 to 75); SMPTE, 2025
doi: 10.5594/JMI.2025/MUNU2550
url: https://doi.org/10.5594/JMI.2025/MUNU2550
doi: 10.5594/JMI.2025/MUNU2550
url: https://doi.org/10.5594/JMI.2025/MUNU2550
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<li> Armin Shafiee Sarvestani and Hojatollah Yeganeh; <cite id="bib-10-5594-jmi-2025-munu2550">Block Size Matters: Subjective and Objective Quality Assessment of AV1 Repetitive Film Grain Pattern</cite>, MIJ 2025, Volume 134, Number 5 (pp. 67 to 75); SMPTE, 2025 <span class="doi">10.5594/JMI.2025/MUNU2550</span> </li>