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Related papers: UGC-VIDEO: perceptual quality assessment of user-g…

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Recently, we have observed an exponential increase of user-generated content (UGC) videos. The distinguished characteristic of UGC videos originates from the video production and delivery chain, as they are usually acquired and processed by…

Multimedia · Computer Science 2020-05-19 Yang Li , Shengbin Meng , Xinfeng Zhang , Shiqi Wang , Yue Wang , Siwei Ma

Due to the scale of social video sharing, User Generated Content (UGC) is getting more attention from academia and industry. To facilitate compression-related research on UGC, YouTube has released a large-scale dataset. The initial dataset…

Multimedia · Computer Science 2020-02-28 Joong Gon Yim , Yilin Wang , Neil Birkbeck , Balu Adsumilli

User-generated content (UGC) live videos are often bothered by various distortions during capture procedures and thus exhibit diverse visual qualities. Such source videos are further compressed and transcoded by media server providers…

Computer Vision and Pattern Recognition · Computer Science 2023-04-20 Zicheng Zhang , Wei Wu , Wei Sun , Dangyang Tu , Wei Lu , Xiongkuo Min , Ying Chen , Guangtao Zhai

The rising popularity of online User-Generated-Content (UGC) in the form of streamed and shared videos, has hastened the development of perceptual Video Quality Assessment (VQA) models, which can be used to help optimize their delivery.…

Computer Vision and Pattern Recognition · Computer Science 2022-03-25 Xiangxu Yu , Zhenqiang Ying , Neil Birkbeck , Yilin Wang , Balu Adsumilli , Alan C. Bovik

In recent years, user-generated content (UGC) has become one of the major video types consumed via streaming networks. Numerous research contributions have focused on assessing its visual quality through subjective tests and objective…

Image and Video Processing · Electrical Eng. & Systems 2024-08-15 Zihao Qi , Chen Feng , Fan Zhang , Xiaozhong Xu , Shan Liu , David Bull

Non-professional video, commonly known as User Generated Content (UGC) has become very popular in today's video sharing applications. However, traditional metrics used in compression and quality assessment, like BD-Rate and PSNR, are…

Multimedia · Computer Science 2020-01-09 Yilin Wang , Sasi Inguva , Balu Adsumilli

The rapid growth of user-generated content (UGC) videos has produced an urgent need for effective video quality assessment (VQA) algorithms to monitor video quality and guide optimization and recommendation procedures. However, current VQA…

Computer Vision and Pattern Recognition · Computer Science 2025-04-29 Huiyu Duan , Qiang Hu , Jiarui Wang , Liu Yang , Zitong Xu , Lu Liu , Xiongkuo Min , Chunlei Cai , Tianxiao Ye , Xiaoyun Zhang , Guangtao Zhai

This paper deals with the issue of the perceptual quality evaluation of user-generated videos shared online, which is an important step toward designing video-sharing services that maximize users' satisfaction in terms of quality. We first…

Multimedia · Computer Science 2018-09-17 Soobeom Jang , Jong-Seok Lee

High Dynamic Range (HDR) videos enhance visual experiences with superior brightness, contrast, and color depth. The surge of User-Generated Content (UGC) on platforms like YouTube and TikTok introduces unique challenges for HDR video…

Computer Vision and Pattern Recognition · Computer Science 2025-10-14 Shreshth Saini , Alan C. Bovik , Neil Birkbeck , Yilin Wang , Balu Adsumilli

In recent years, artificial intelligence (AI)-driven video generation has gained significant attention. Consequently, there is a growing need for accurate video quality assessment (VQA) metrics to evaluate the perceptual quality of…

Computer Vision and Pattern Recognition · Computer Science 2024-12-30 Zhichao Zhang , Wei Sun , Xinyue Li , Jun Jia , Xiongkuo Min , Zicheng Zhang , Chunyi Li , Zijian Chen , Puyi Wang , Fengyu Sun , Shangling Jui , Guangtao Zhai

With the explosive increase of User Generated Content (UGC), UGC video quality assessment (VQA) becomes more and more important for improving users' Quality of Experience (QoE). However, most existing UGC VQA studies only focus on the…

Image and Video Processing · Electrical Eng. & Systems 2024-01-18 Yuqin Cao , Xiongkuo Min , Wei Sun , Xiaoping Zhang , Guangtao Zhai

With the rapid growth of Internet video data amounts and types, a unified Video Quality Assessment (VQA) is needed to inspire video communication with perceptual quality. To meet the real-time and universal requirements in providing such…

Multimedia · Computer Science 2023-03-27 Xinhui Huang , Chunyi Li , Abdelhak Bentaleb , Roger Zimmermann , Guangtao Zhai

As camera-equipped robotic platforms become increasingly integrated into daily life, robotic-generated videos have begun to appear on streaming media platforms, enabling us to envision a future where humans and robots coexist. We…

Computer Vision and Pattern Recognition · Computer Science 2025-07-04 Jianing Jin , Jiangyong Ying , Huiyu Duan , Liu Yang , Sijing Wu , Yunhao Li , Yushuo Zheng , Xiongkuo Min , Guangtao Zhai

Recent years have witnessed an explosion of user-generated content (UGC) videos shared and streamed over the Internet, thanks to the evolution of affordable and reliable consumer capture devices, and the tremendous popularity of social…

Computer Vision and Pattern Recognition · Computer Science 2021-05-05 Zhengzhong Tu , Yilin Wang , Neil Birkbeck , Balu Adsumilli , Alan C. Bovik

This paper reviews the AIS 2024 Video Quality Assessment (VQA) Challenge, focused on User-Generated Content (UGC). The aim of this challenge is to gather deep learning-based methods capable of estimating the perceptual quality of UGC…

The rapid increase in user-generated-content (UGC) videos calls for the development of effective video quality assessment (VQA) algorithms. However, the objective of the UGC-VQA problem is still ambiguous and can be viewed from two…

Computer Vision and Pattern Recognition · Computer Science 2023-03-08 Haoning Wu , Erli Zhang , Liang Liao , Chaofeng Chen , Jingwen Hou , Annan Wang , Wenxiu Sun , Qiong Yan , Weisi Lin

Real-world user-generated videos, especially on platforms like TikTok, often feature rich and intertwined audio visual content. However, existing video captioning benchmarks and models remain predominantly visual centric, overlooking the…

Computer Vision and Pattern Recognition · Computer Science 2025-10-07 Peiran Wu , Yunze Liu , Zhengdong Zhu , Enmin Zhou , Junxiao Shen

Video shared over the internet is commonly referred to as user generated content (UGC). UGC video may have low quality due to various factors including previous compression. UGC video is uploaded by users, and then it is re-encoded to be…

Image and Video Processing · Electrical Eng. & Systems 2022-07-19 Eduardo Pavez , Enrique Perez , Xin Xiong , Antonio Ortega , Balu Adsumilli

In recent years, with the vigorous development of the video game industry, the proportion of gaming videos on major video websites like YouTube has dramatically increased. However, relatively little research has been done on the automatic…

Image and Video Processing · Electrical Eng. & Systems 2022-04-15 Xiangxu Yu , Zhengzhong Tu , Neil Birkbeck , Yilin Wang , Balu Adsumilli , Alan C. Bovik

Blind or no-reference video quality assessment of user-generated content (UGC) has become a trending, challenging, heretofore unsolved problem. Accurate and efficient video quality predictors suitable for this content are thus in great…

Computer Vision and Pattern Recognition · Computer Science 2021-11-16 Zhengzhong Tu , Xiangxu Yu , Yilin Wang , Neil Birkbeck , Balu Adsumilli , Alan C. Bovik
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