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Streaming video understanding demands more than watching longer videos: assistants must decide when to speak in real time, balancing responsiveness against verbosity. Yet most video-language models (VideoLLMs) are trained for offline…

Computer Vision and Pattern Recognition · Computer Science 2026-05-12 Zichen Wen , Boxue Yang , Junlong Ke , Jiajie Huang , Chenfei Liao , Junxi Wang , Xuyang Liu , Linfeng Zhang

HTTP adaptive streaming (HAS) is quickly becoming the dominant video delivery technique for adaptive streaming over the Internet. Still considered as its primary challenges are determining the optimal rate adaptation and improving both the…

Networking and Internet Architecture · Computer Science 2018-09-13 Farzad Tashtarian , Alireza Erfanian , Amir Varasteh

As mobile devices become increasingly popular for video streaming, it's crucial to optimize the streaming experience for these devices. Although deep learning-based video enhancement techniques are gaining attention, most of them cannot…

Networking and Internet Architecture · Computer Science 2023-07-25 Zhaoyuan He , Yifan Yang , Lili Qiu , Kyoungjun Park

Bandwidth consumption is a significant concern for online video service providers. Practical video streaming systems usually use some form of HTTP streaming (progressive download) to let users download the video at a faster rate than the…

Multimedia · Computer Science 2014-04-11 Liang Chen , Yipeng Zhou , Dah Ming Chiu

Content-aware streaming requires dynamic, chunk-level importance weights to optimize subjective quality of experience (QoE). However, direct human annotation is prohibitively expensive while vision-saliency models generalize poorly. We…

Computer Vision and Pattern Recognition · Computer Science 2026-02-17 Jiahui Chen , Bo Peng , Lianchen Jia , Zeyu Zhang , Tianchi Huang , Lifeng Sun

The network Quality of Service (QoS) metrics such as the access time, the bandwidth, and the packet loss play an important role in determining the Quality of Experience (QoE) of mobile applications. Various factors like the Radio Resource…

Networking and Internet Architecture · Computer Science 2021-04-23 Manoj R. Rege , Vlado Handziski , Adam Wolisz

The Quality of Experience (QoE) is the users satisfaction while streaming a video session over an over-the-top (OTT) platform like YouTube. QoE of YouTube reflects the smooth streaming session without any buffering and quality shift events.…

Multimedia · Computer Science 2025-08-26 Raza Ul Mustafa , Sesha Dassanayake , Noman Ashraf

Low-latency video streaming over 5G has become rapidly popular over the last few years due to its increased usage in hosting virtual events, online education, webinars, and all-hands meetings. Our work aims to address the absence of studies…

Multimedia · Computer Science 2024-03-04 Imran Khan , Tuyen X. Tran , Matti Hiltunen , Theodore Karagioules , Dimitrios Koutsonikolas

The commercialization of Virtual Reality (VR) headsets has made immersive and 360-degree video streaming the subject of intense interest in the industry and research communities. While the basic principles of video streaming are the same,…

Multimedia · Computer Science 2021-02-17 Federico Chiariotti

Vehicles shipping sensors for onboard systems are gaining connectivity. This enables information sharing to realize a more comprehensive understanding of the environment. However, peer communication through public cellular networks brings…

Networking and Internet Architecture · Computer Science 2022-08-25 Ángel Martín , Daniel Mejías , Zaloa Fernández , Roberto Viola , Josu Pérez , Mikel García , Gorka Velez , Jon Montalbán , Pablo Angueira

Dynamic Adaptive Streaming over HTTP (DASH) has demonstrated to be an emerging and promising multimedia streaming technique, owing to its capability of dealing with the variability of networks. Rate adaptation mechanism, a challenging and…

Computer Vision and Pattern Recognition · Computer Science 2019-12-30 Hui Yuan , Huayong Fu , Ju Liu , Junhui Hou , Sam Kwong

Adaptive bitrate (ABR) streaming is the de facto solution for achieving smooth viewing experiences under unstable network conditions. However, most of the existing rate adaptation approaches for ABR are content-agnostic, without considering…

Multimedia · Computer Science 2018-11-19 Guanyu Gao , Linsen Dong , Huaizheng Zhang , Yonggang Wen , Wenjun Zeng

Research into multi-modal perception, human cognition, behavior, and attention can benefit from high-fidelity content that may recreate real-life-like scenes when rendered on head-mounted displays. Moreover, aspects of audiovisual…

Image and Video Processing · Electrical Eng. & Systems 2022-12-29 Thomas Robotham , Ashutosh Singla , Olli S. Rummukainen , Alexander Raake , Emanuël A. P. Habets

Emerging network applications ranging from video streaming to virtual/augmented reality need to provide stringent quality-of-service (QoS) guarantees in complex and dynamic environments with shared resources. A promising approach to meeting…

Networking and Internet Architecture · Computer Science 2024-08-06 Seyed Milad Miri , Stefan Schmid , Habib Mostafaei

Recently quanta image sensors (QIS) -- ultra-fast, zero-read-noise binary image sensors -- have demonstrated remarkable imaging capabilities in many challenging scenarios. Despite their potential, the adoption of these sensors is severely…

Image and Video Processing · Electrical Eng. & Systems 2024-06-04 Tianyi Zhang , Matthew Dutson , Vivek Boominathan , Mohit Gupta , Ashok Veeraraghavan

The emerging video applications greatly increase the demand in network bandwidth that is not easy to scale. To provide higher quality of experience (QoE) under limited bandwidth, a recent trend is to leverage the heterogeneity of quality…

Networking and Internet Architecture · Computer Science 2022-11-30 Xu Zhang , Paul Schmitt , Marshini Chetty , Nick Feamster , Junchen Jiang

The growing popularity of virtual and augmented reality communications and 360{\deg} video streaming is moving video communication systems into much more dynamic and resource-limited operating settings. The enormous data volume of 360{\deg}…

Multimedia · Computer Science 2018-03-23 Jacob Chakareski , Ridvan Aksu , Xavier Corbillon , Gwendal Simon , Viswanathan Swaminathan

Video streaming services strive to support high-quality videos at higher resolutions and frame rates to improve the quality of experience (QoE). However, high-quality videos consume considerable amounts of energy on mobile devices. This…

Machine Learning · Computer Science 2024-10-28 Kyoungjun Park , Myungchul Kim , Laihyuk Park

The cache and transcoding of the multi-access edge computing (MEC) server and wireless resource allocation in eNodeB interact and determine the quality of experience (QoE) of dynamic adaptive streaming over HTTP (DASH) clients in MEC…

Multimedia · Computer Science 2020-05-18 Xinyu Huang , Lijun He , Liejun Wang , Fan Li

In mobile networks, users may lose coverage when entering a building due to the high signal attenuation at windows and walls. Under such conditions, services with minimum bit-rate requirements, such as video streaming, often show poor…

Multimedia · Computer Science 2017-05-25 Sami Mekki , Theodoros Karagkioules , Stefan Valentin
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