journal article·2022Open access

High-Efficiency Video Coder in Pruned Environment Using Adaptive Quantization Parameter Selection

Krishan Kumar, Mohamed Abouhawwash, Amit Kant Pandit, Shubham Mahajan, Mofreh A. Hogo

Computers, Materials & Continua· Volume 73· Issue 1

Abstract

The high-efficiency video coder (HEVC) is one of the most advanced techniques used in growing real-time multimedia applications today. However, they require large bandwidth for transmission through bandwidth, and bandwidth varies with different video sequences/formats. This paper proposes an adaptive information-based variable quantization matrix (AI-VQM) developed for different video formats having variable energy levels. The quantization method is adapted based on video sequence using statistical analysis, improving bit budget, quality and complexity reduction. Further, to have precise control over bit rate and quality, a multi-constraint prune algorithm is proposed in the second stage of the AI-VQM technique for pre-calculating K numbers of paths. The same should be handy to self-adapt and choose one of the K-path automatically in dynamically changing bandwidth availability as per requirement after extensive testing of the proposed algorithm in the multi-constraint environment for multiple paths and evaluating the performance based on peak signal to noise ratio (PSNR), bit-budget and time complexity for different videos a noticeable improvement in rate-distortion (RD) performance is achieved. Using the proposed AI-VQM technique, more feasible and efficient video sequences are achieved with less loss in PSNR than the variable quantization method (VQM) algorithm with approximately a rise of 10%–20% based on different video sequences/formats
Source: openalex_inverted_index · Quality: baseline

Research context

OpenAlex topics: Video Coding and Compression Technologies · Advanced Data Compression Techniques · Image and Video Quality Assessment

SciVX discovery tags are terminology-based. OpenAlex topics are source-provided classifications.

References (43)

Show source-provided references
1. Comparison of the coding efficiency of video coding standards—including high-efficiency video coding (HEVC)10.1109/TCSVT.2012.2221192 ↗
2. Rate-distortion-optimization-based quantization parameter cascading technique for random-access configuration in H.265/HEVC10.1109/TCSVT.2016.2539718 ↗
3. Overview of the high-efficiency video coding standard10.1109/TCSVT.2012.2221191 ↗
4. Performance comparison of H.265/MPEG-HEVC, VP9, and H. 264/MPEG-AVC encoders
5. HEVC quantization parameter selection algorithm based on inter-frame dependency10.1007/s11042-020-08612-3 ↗
6. Complexity control of high efficiency video encoders for power-constrained devices10.1109/TCE.2011.6131165 ↗
7. Motion compensated tree depth limitation for complexity control of HEVC encoding
8. HEVC complexity and implementation analysis10.1109/TCSVT.2012.2221255 ↗
9. Improved video compression technology and the tmerging high-efficiency video coding standard
10. Block merging for quadtree-based partitioning in HEVC10.1109/TCSVT.2012.2223051 ↗
11. Modelling rates and distortions based on a mixture of laplacian distributions for inter-predicted residues in quadtree coding of HEVC10.1109/LSP.2011.2163935 ↗
12. Rate control optimization for temporal-layer scalable video coding10.1109/TCSVT.2011.2138810 ↗
13. Fast quantization method with simplified rate-distortion optimized quantization for an HEVC encoder10.1109/TCSVT.2015.2450151 ↗
14. Quadtree degeneration for HEVC10.1109/TMM.2016.2598481 ↗
15. Paralleling variable block size motion estimation of HEVC on CPU plus GPU platform
16. Improving the rate-distortion model of HEVC intra by integrating the maximum absolute error
17. Feature-based fast coding unit partition algorithm for high-efficiency video coding10.1016/j.jart.2015.06.019 ↗
18. Quadtree based nonsquare block structure for inter frame coding in high efficiency video coding10.1109/TCSVT.2012.2223037 ↗
19. Designing JPEG quantization tables based on human visual system
20. Adaptive quantization parameter cascading in HEVC hierarchical coding10.1109/TIP.2016.2556941 ↗
21. Impact of quantization matrix on the performance of JPEG
22. HEVC-Based adaptive quantization for screen content videos
23. Improved block level adaptive quantization for high-efficiency video coding
24. Transform coding techniques in HEVC10.1109/JSTSP.2013.2278071 ↗
25. N-Level quantization in HEVC
26. Adaptive quantization by soft-thresholding in HEVC
27. SSIM-Based adaptive quantization in HEVC
28. Performance improvement of HEVC using adaptive quantization
29. Multi-lambda search for improved rate-distortion optimization of H.265/HEVC
30. Fast rate-distortion optimization for the emerging HEVC standard
31. High-speed implementation of rate-distortion optimized quantization for H.264/AVC10.1007/s11760-013-0474-x ↗
32. High-speed implementation of rate-distortion optimized quantization for H.265/HEVC10.1049/iet-ipr.2014.0849 ↗
33. An overview of constraint-based path selection algorithms for QoS routing10.1109/MCOM.2002.1106159 ↗
34. DVC: An end-to-end deep video compression framework
35. New video codec for high-quality video service and emerging applications
36. Overview of research in the field of video compression using deep neural networks10.1007/s11042-019-08572-3 ↗
37. Efficiency enhancement of K-multi constraints paths in hybrid video coder using information based quantization method
38. Study and implementation of K-multiple constraint shortest path for H.265 HEVC for optimal video compression
39. TBE-net: A three-branch embedding network with part-aware ability and feature complementary learning for vehicle re-identification10.1109/TITS.2021.3116045 ↗
40. Multi-objective evolutionary algorithm for PET image reconstruction: Concept
41. EA MSCA: An effective energy-aware multi-objective modified sine-cosine algorithm for real-time task scheduling in multiprocessor systems: Methods and analysis10.1016/j.eswa.2021.114699 ↗
42. Energy aware whale optimization algorithm for real-time task scheduling in multiprocessor systems10.1016/j.asoc.2020.106349 ↗
43. Exploration of multi-objective optimization with genetic algorithms for PET image reconstruction