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In HTTP adaptive live streaming applications, video segments are encoded at a fixed set of bitrate-resolution pairs known as bitrate ladder. Live encoders use the fastest available encoding configuration, referred to as preset, to ensure…

Traditional per-title encoding schemes aim to optimize encoding resolutions to deliver the highest perceptual quality for each representation. However, keeping the encoding time within an acceptable threshold for a smooth user experience is…

With the emergence of multiple modern video codecs, streaming service providers are forced to encode, store, and transmit bitrate ladders of multiple codecs separately, consequently suffering from additional energy costs for encoding,…

In HTTP Adaptive Streaming, video content is conventionally encoded by adapting its spatial resolution and quantization level to best match the prevailing network state and display characteristics. It is well known that the traditional…

Image and Video Processing · Electrical Eng. & Systems 2021-09-17 Angeliki V. Katsenou , Fan Zhang , Kyle Swanson , Mariana Afonso , Joel Sole , David R. Bull

Just Noticeable Difference (JND) model developed based on Human Vision System (HVS) through subjective studies is valuable for many multimedia use cases. In the streaming industries, it is commonly applied to reach a good balance between…

Image and Video Processing · Electrical Eng. & Systems 2022-05-23 Jingwen Zhu , Suiyi Ling , Yoann Baveye , Patrick Le Callet

Conventional per-title encoding schemes strive to optimize encoding resolutions to deliver the utmost perceptual quality for each bitrate ladder representation. Nevertheless, maintaining encoding time within an acceptable threshold is…

Multimedia · Computer Science 2024-02-07 Vignesh V Menon , Prajit T Rajendran , Amritha Premkumar , Benjamin Bross , Detlev Marpe

Video service providers need their delivery systems to be able to adapt to network conditions, user preferences, display settings, and other factors. HTTP Adaptive Streaming (HAS) offers dynamic switching between different video…

Image and Video Processing · Electrical Eng. & Systems 2025-12-16 Krishna Srikar Durbha , Alan C. Bovik

Adaptive streaming of segmented video over HTTP typically relies on a predefined set of bitrate-resolution pairs, known as a bitrate ladder. However, fixed ladders often overlook variations in content and decoding complexities, leading to…

Image and Video Processing · Electrical Eng. & Systems 2026-03-17 Reza Farahani , Zoha Azimi , Vignesh V Menon , Hermann Hellwagner , Radu Prodan , Schahram Dustdar , Christian Timmerer

In live streaming applications, a fixed set of bitrate-resolution pairs (known as bitrate ladder) is generally used to avoid additional pre-processing run-time to analyze the complexity of every video content and determine the optimized…

Multimedia · Computer Science 2022-10-20 Vignesh V Menon , Hadi Amirpour , Prajit T Rajendran , Mohammad Ghanbari , Christian Timmerer

One of the challenges faced by many video providers is the heterogeneity of network specifications, user requirements, and content compression performance. The universal solution of a fixed bitrate ladder is inadequate in ensuring a high…

Image and Video Processing · Electrical Eng. & Systems 2021-11-02 Angeliki V. Katsenou , Joel Sole , David R. Bull

In conventional HTTP-based adaptive streaming (HAS), a video source is encoded at multiple levels of constant bitrate representations, and a client makes its representation selections according to the measured network bandwidth. While…

Networking and Internet Architecture · Computer Science 2014-01-22 Zhi Li , Ali C. Begen , Joshua Gahm , Yufeng Shan , Bruce Osler , David Oran

Deep visual features are increasingly used as the interface in vision systems, motivating the need to describe feature characteristics and control feature quality for machine perception. Just noticeable difference (JND) characterizes the…

Computer Vision and Pattern Recognition · Computer Science 2026-01-30 Rui Zhao , Wenrui Li , Lin Zhu , Yajing Zheng , Weisi Lin

Traditional per-title encoding schemes aim to optimize encoding resolutions to deliver the highest perceptual quality for each representation. XPSNR is observed to correlate better with the subjective quality of VVC-coded bitstreams.…

Today, the technology for video streaming over the Internet is converging towards a paradigm named HTTP-based adaptive streaming (HAS). HAS comes with two unique flavors. First, by riding on top of HTTP/TCP, it leverages the…

Networking and Internet Architecture · Computer Science 2016-11-17 Zhi Li , Xiaoqing Zhu , Josh Gahm , Rong Pan , Hao Hu , Ali C. Begen , Dave Oran

Adaptive video streaming requires efficient bitrate ladder construction to meet heterogeneous network conditions and end-user demands. Per-title optimized encoding typically traverses numerous encoding parameters to search the…

Multimedia · Computer Science 2024-01-10 Jinhai Yang , Mengxi Guo , Shijie Zhao , Junlin Li , Li Zhang

Providing high-quality video with efficient bitrate is a main challenge in video industry. The traditional one-size-fits-all scheme for bitrate ladders is inefficient and reaching the best content-aware decision computationally impractical…

Multimedia · Computer Science 2024-04-18 Ali Falahati , Mohammad Karim Safavi , Ardavan Elahi , Farhad Pakdaman , Moncef Gabbouj

Pareto-front optimization is crucial for addressing the multi-objective challenges in video streaming, enabling the identification of optimal trade-offs between conflicting goals such as bitrate, video quality, and decoding complexity. This…

Image and Video Processing · Electrical Eng. & Systems 2024-09-30 Angeliki Katsenou , Vignesh V Menon , Adam Wieckowski , Benjamin Bross , Detlev Marpe

Adaptive video streaming has facilitated improved video streaming over the past years. A balance among coding performance objectives such as bitrate, video quality, and decoding complexity is required to achieve efficient, content- and…

Image and Video Processing · Electrical Eng. & Systems 2026-01-16 Angeliki Katsenou , Vignesh V. Menon , Guoda Laurinaviciute , Benjamin Bross , Detlev Marpe

HTTP video streaming is in wide use to deliver video over the Internet. With HTTP adaptive steaming, a video playback dynamically selects a video stream from a pre-encoded representation based on available bandwidth and viewport (screen)…

Multimedia · Computer Science 2017-10-17 Chao Chen , Yao-Chung Lin , Anil Kokaram , Steve Benting

Image prefiltering with just noticeable distortion (JND) improves coding efficiency in a visual lossless way by filtering the perceptually redundant information prior to compression. However, real JND cannot be well modeled with inaccurate…

Image and Video Processing · Electrical Eng. & Systems 2025-03-25 Yu-Han Sun , Chiang Lo-Hsuan Lee , Tian-Sheuan Chang
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