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Author 1
Jiali Qiu
Xi'an Jiaotong University
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IECE Contributions

Free Access | Research Article | 14 January 2024
3D Convolutional Neural Network-Based Multi-Parameter Video Quality Assessment Model on Cloud Platforms
IECE Transactions on Internet of Things | Volume 2, Issue 1: 8-19, 2024 | DOI:10.62762/TIOT.2024.369369
Abstract
In light of the rapid advancements in big data and artificial intelligence technologies, the trend of uploading local files to cloud servers to mitigate local storage limitations is growing. However, the surge of duplicate files, especially images and videos, results in significant network bandwidth wastage and complicates server management. To tackle these issues, we have developed a multi-parameter video quality assessment model utilizing a 3D convolutional neural network within a video deduplication framework. Our method, inspired by the analytic hierarchy process, thoroughly evaluates the effects of packet loss rate, codec, frame rate, bit rate, and resolution on video quality. The model... More >

Graphical Abstract
3D Convolutional Neural Network-Based Multi-Parameter Video Quality Assessment Model on Cloud Platforms