YouTube-UGC

YouTube UGC dataset

Dataset Information
Modalities
Videos
Languages
English
Introduced
2019
License
Homepage

Overview

This YouTube dataset is a sampling from thousands of User Generated Content (UGC) as uploaded to YouTube distributed under the Creative Commons license. This dataset was created in order to assist in the advancement of video compression and quality assessment research of UGC videos.

Variants: YouTube-UGC

Associated Benchmarks

This dataset is used in 1 benchmark:

Recent Benchmark Submissions

Task Model Paper Date
Video Quality Assessment ReLaX-VQA (finetuned on YouTube-UGC) ReLaX-VQA: Residual Fragment and Layer … 2024-07-16
Video Quality Assessment ReLaX-VQA (trained on LSVQ only) ReLaX-VQA: Residual Fragment and Layer … 2024-07-16
Video Quality Assessment ReLaX-VQA ReLaX-VQA: Residual Fragment and Layer … 2024-07-16
Video Quality Assessment DOVER (end-to-end) Exploring Video Quality Assessment on … 2022-11-09
Video Quality Assessment DOVER (head-only) Exploring Video Quality Assessment on … 2022-11-09
Video Quality Assessment FasterVQA (fine-tuned) Neighbourhood Representative Sampling for Efficient … 2022-10-11
Video Quality Assessment HVS-5M HVS Revisited: A Comprehensive Video … 2022-10-09
Video Quality Assessment 2BiVQA 2BiVQA: Double Bi-LSTM based Video … 2022-08-31
Video Quality Assessment FAST-VQA (finetuned on YouTube-UGC) FAST-VQA: Efficient End-to-end Video Quality … 2022-07-06
Video Quality Assessment FAST-VQA (trained on LSVQ only) FAST-VQA: Efficient End-to-end Video Quality … 2022-07-06
Video Quality Assessment CONVIQT CONVIQT: Contrastive Video Quality Estimator 2022-06-29
Video Quality Assessment SimpleVQA A Deep Learning based No-reference … 2022-04-29
Video Quality Assessment CONTRIQUE Image Quality Assessment using Contrastive … 2021-10-25
Video Quality Assessment ChipQA ChipQA: No-Reference Video Quality Prediction … 2021-09-17
Video Quality Assessment BVQA-2022 Blindly Assess Quality of In-the-Wild … 2021-08-19
Video Quality Assessment RAPIQUE RAPIQUE: Rapid and Accurate Video … 2021-01-26
Video Quality Assessment VIDEVAL UGC-VQA: Benchmarking Blind Video Quality … 2020-05-29

Research Papers

Recent papers with results on this dataset: