Paper Title
Enhancing Video Encoding Through Dynamic Saliency Integration and Advanced Video Encoding Techniques
Article Identifiers
Authors
Vidya V
Keywords
Video Encoiding, Dynamic Saliency Integration for Video Encoding" (DSIVE), Video coding Standards.
Abstract
In this work, a unique video encoding technology called "Dynamic Saliency Integration for Video Encoding" (DSIVE) is presented. It integrates saliency estimate into the compression process. Using Markov Random Fields (MRF) and processing divisions inside the description layer, the suggested methodology addresses the growing need for high-quality video material on social media and internet platforms. With an AUC score of 0.84 for improved discriminative power, DSIVE outperforms state-of-the-art methods in a rigorous evaluation conducted with MATLAB and specialized hardware. The methodology outperforms in terms of spatial accuracy, precisely predicting the positions of human gaze inside video sequences, with an NSS value of 1.702. The Correlation Coefficient (CC) value of 0.388 demonstrates the model's proficiency in capturing the geographical distribution of human attention by showing a strong linear relationship with ground truth saliency maps. With the Eye Tracking database of Raw movies from Existing Methodologies employed for assessment, DSIVE shows promise in addressing the needs of modern video applications while also offering a technically sound technique and proven effectiveness to the field of video coding standards.
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How To Cite (APA)
Vidya V (April-2024). Enhancing Video Encoding Through Dynamic Saliency Integration and Advanced Video Encoding Techniques. INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT, 9(4), d391-d404. https://ijnrd.org/papers/IJNRD2404346.pdf
Issue
Volume 9 Issue 4, April-2024
Pages : d391-d404
Other Publication Details
Paper Reg. ID: IJNRD_216543
Published Paper Id: IJNRD2404346
Downloads: 000121979
Research Area: Computer Science & TechnologyÂ
Country: Bangaore, Karnataka, India
Published Paper PDF: https://ijnrd.org/papers/IJNRD2404346.pdf
Published Paper URL: https://ijnrd.org/viewpaperforall?paper=IJNRD2404346
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Journal Name: INTERNATIONAL JOURNAL OF NOVEL RESEARCH AND DEVELOPMENT(IJNRD)
ISSN: 2456-4184 | IMPACT FACTOR: 8.76 Calculated By Google Scholar | ESTD YEAR: 2016
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