QUTY: Towards Better Understanding and Optimization of Short Video Quality

H Zhang, Y Ban, Z Guo, Z Xu, Q Ma, Y Wang… - Proceedings of the 14th …, 2023 - dl.acm.org
Short video applications such as TikTok and Instagram have attracted tremendous attention
recently. However, it is very limited for industry and academia to understand the user's …

A video-quality driven strategy in short video streaming

J Guo, G Zhang - Proceedings of the 24th International ACM Conference …, 2021 - dl.acm.org
In recent years, fueled by the rapid advances in high-speed mobile networks, streaming
short-form videos over mobile devices (eg, TikTok) is ubiquitous among mobile users …

Towards optimal low-latency live video streaming

L Sun, T Zong, S Wang, Y Liu… - IEEE/ACM transactions …, 2021 - ieeexplore.ieee.org
Low-latency is a critical user Quality-of-Experience (QoE) metric for live video streaming. It
poses significant challenges for streaming over the Internet. In this paper, we explore the …

Comyco: Quality-aware adaptive video streaming via imitation learning

T Huang, C Zhou, RX Zhang, C Wu, X Yao… - Proceedings of the 27th …, 2019 - dl.acm.org
Learning-based Adaptive Bit Rate~(ABR) method, aiming to learn outstanding strategies
without any presumptions, has become one of the research hotspots for adaptive streaming …

Dam: Deep reinforcement learning based preload algorithm with action masking for short video streaming

SZ Qian, Y Xie, Z Pan, Y Zhang, T Lin - Proceedings of the 30th ACM …, 2022 - dl.acm.org
Short video streaming has been increasingly popular in recent years. Due to its unique user
behavior of watching and sliding, a critical technique issue is to design a preload algorithm …

TCLiVi: Transmission control in live video streaming based on deep reinforcement learning

L Cui, D Su, S Yang, Z Wang… - IEEE Transactions on …, 2020 - ieeexplore.ieee.org
Currently, video content accounts for the majority of network traffic. With increased live
streaming, rigorous requirements have been introduced for better Quality of Experience …

QARC: Video quality aware rate control for real-time video streaming based on deep reinforcement learning

T Huang, RX Zhang, C Zhou, L Sun - Proceedings of the 26th ACM …, 2018 - dl.acm.org
Real-time video streaming is now one of the main applications in all network environments.
Due to the fluctuation of throughput under various network conditions, how to choose a …

Reparo: QoE-Aware Live Video Streaming in Low-Rate Networks by Intelligent Frame Recovery

F Wang, Q Li, W Shi, G Tyson, Y Jiang, L Ma… - Proceedings of the 31st …, 2023 - dl.acm.org
Live video streaming has grown dramatically in recent years. A key challenge is achieving
high video quality of experience (QoE) in low-rate networks. To tackle this problem, recent …

CTC: Content-Aware Tailoring of Adaptive Video Streaming using Multi-Head Critic Network

W Choi, J Yoon - … on Ubiquitous and Future Networks (ICUFN), 2023 - ieeexplore.ieee.org
In this paper, we aim to enhance video streaming quality by taking into account a simple
observation: users tend to focus on specific areas within a video. For instance, low-quality or …

Short video streaming with data wastage awareness

G Zhang, K Liu, H Hu, J Guo - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Fueled by emerging short video applications (eg, TikTok), streaming short videos is now
ubiquitous among mobile users. A major problem in short video streaming is data wastage …