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EGOP: A Server-Side Enhanced Architecture to Eliminate End-to-End Latency Caused by GOP Length in Live Streaming

Kunpeng Zhou1, Tao Wu1,*, Jia Zhang2

1 School of Computer Science, Xi’an Polytechnic University, Xi’an, 710048, China
2 Institute of Artificial Intelligence, Zhengzhou Xinda Institute of Advanced Technology, Zhengzhou, 450000, China

* Corresponding Author: Tao Wu. Email: email

Computers, Materials & Continua 2026, 86(1), 1-27. https://doi.org/10.32604/cmc.2025.068160

Abstract

Over the past few years, video live streaming has gained immense popularity as a leading internet application. In current solutions offered by cloud service providers, the Group of Pictures (GOP) length of the video source often significantly impacts end-to-end (E2E) latency. However, designing an optimized GOP structure to reduce this effect remains a significant challenge. This paper presents two key contributions. First, it explores how the GOP length at the video source influences E2E latency in mainstream cloud streaming services. Experimental results reveal that the mean E2E latency increases linearly with longer GOP lengths. Second, this paper proposes EGOP (an Enhanced GOP structure) that can be implemented in streaming media servers. Experiments demonstrate that EGOP maintains a consistent E2E latency, unaffected by the GOP length of the video source. Specifically, even with a GOP length of 10 s, the E2E latency remains at 1.35 s, achieving a reduction of 6.98 s compared to Volcano-Engine (the live streaming service provider for TikTok). This makes EGOP a promising solution for low-latency live streaming.

Keywords

GOP; EGOP; low-latency live streaming; TikTok

Cite This Article

APA Style
Zhou, K., Wu, T., Zhang, J. (2026). EGOP: A Server-Side Enhanced Architecture to Eliminate End-to-End Latency Caused by GOP Length in Live Streaming. Computers, Materials & Continua, 86(1), 1–27. https://doi.org/10.32604/cmc.2025.068160
Vancouver Style
Zhou K, Wu T, Zhang J. EGOP: A Server-Side Enhanced Architecture to Eliminate End-to-End Latency Caused by GOP Length in Live Streaming. Comput Mater Contin. 2026;86(1):1–27. https://doi.org/10.32604/cmc.2025.068160
IEEE Style
K. Zhou, T. Wu, and J. Zhang, “EGOP: A Server-Side Enhanced Architecture to Eliminate End-to-End Latency Caused by GOP Length in Live Streaming,” Comput. Mater. Contin., vol. 86, no. 1, pp. 1–27, 2026. https://doi.org/10.32604/cmc.2025.068160



cc Copyright © 2026 The Author(s). Published by Tech Science Press.
This work is licensed under a Creative Commons Attribution 4.0 International License , which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
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