YouTube UGC dataset for video compression research

Y Wang, S Inguva, B Adsumilli - 2019 IEEE 21st International …, 2019‏ - ieeexplore.ieee.org
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 …

Large-scale study of perceptual video quality

Z Sinno, AC Bovik - IEEE Transactions on Image Processing, 2018‏ - ieeexplore.ieee.org
The great variations of videographic skills in videography, camera designs, compression
and processing protocols, communication and bandwidth environments, and displays leads …

Rich features for perceptual quality assessment of UGC videos

Y Wang, J Ke, H Talebi, JG Yim… - Proceedings of the …, 2021‏ - openaccess.thecvf.com
Video quality assessment for User Generated Content (UGC) is an important topic in both
industry and academia. Most existing methods only focus on one aspect of the perceptual …

Blind natural video quality prediction via statistical temporal features and deep spatial features

J Korhonen, Y Su, J You - Proceedings of the 28th ACM International …, 2020‏ - dl.acm.org
Due to the wide range of different natural temporal and spatial distortions appearing in user
generated video content, blind assessment of natural video quality is a challenging research …

No-reference video quality assessment using multi-pooled, saliency weighted deep features and decision fusion

D Varga - Sensors, 2022‏ - mdpi.com
With the constantly growing popularity of video-based services and applications, no-
reference video quality assessment (NR-VQA) has become a very hot research topic. Over …

Subjective quality assessment for youtube ugc dataset

JG Yim, Y Wang, N Birkbeck… - 2020 IEEE International …, 2020‏ - ieeexplore.ieee.org
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 …

Spatial-Semantic Collaborative Crop** for User Generated Content

Y Su, Y Cao, J Deng, F Rao, Q Wu - … of the AAAI Conference on Artificial …, 2024‏ - ojs.aaai.org
A large amount of User Generated Content (\textbf {UGC}) is uploaded to the Internet daily
and displayed to people world-widely through the client side (\eg mobile and PC). This …

Spatio-temporal measures of naturalness

Z Sinno, AC Bovik - 2019 IEEE International Conference on …, 2019‏ - ieeexplore.ieee.org
Today, a wide variety of casual users of diverse videographic skills and styles capture a
large portion of all videos, often equipped with uncertain hands and operating under difficult …

[HTML][HTML] Analysis of current video databases for quality assessment

A Mozhaeva, E Vashenko, V Selivanov… - T-Comm …, 2022‏ - cyberleninka.ru
The popularity of video streaming has grown significantly over the past few years. Video
quality prediction metrics can be used to perform extensive video codec analysis and …

When is the cleaning of subjective data relevant to train UGC Video Quality Metrics?

AF Perrin, C Dormeval, Y Wang… - … on Image Processing …, 2022‏ - ieeexplore.ieee.org
Outlier analysis and spammer detection recently gained momentum in order to reduce
uncertainty of subjective ratings in image & video quality assessment tasks. The large …