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PP8K: A New Dataset for 8K UHD Video Compression and Processing

Wei Gao, Hang Yuan, Guibiao Liao, Zixuan Guo, Jianing Chen

2023IEEE Multimedia33 citationsDOI

Abstract

In the new era of ultra-high definition (UHD) videos, 8K is becoming more popular in diversified applications to boost the human visual experience and the performances of related vision tasks. However, researchers still suffer from the lack of 8K video sources to develop better processing algorithms for the compression, saliency detection, quality assessment, and vision analysis tasks. To ameliorate this situation, we construct a new comprehensive 8K UHD video dataset, which has two sub-datasets, i.e., the common raw format videos (CRFV) dataset and the video salient object detection (VSOD) dataset. To fully validate the diversity and practicality, the spatial and temporal information characteristics of the CRFV dataset are evaluated by the widely used metrics and the video encoder. Through the extensive experiments and comparative analyses with the other counterpart datasets, the proposed 8K dataset shows apparent advantages in diversity and practicality, which can benefit its applications for the developments of UHD video technologies. This dataset has been released online: https://git.openi.org.cn/OpenDatasets/PP8K.

Topics & Concepts

Computer scienceEncoderArtificial intelligenceVideo qualityVideo processingData compressionConstruct (python library)SalientVideo trackingComputer visionMultimediaProgramming languageOperating systemOperations managementEconomicsMetric (unit)Visual Attention and Saliency DetectionImage and Video Quality AssessmentImage Enhancement Techniques
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