No-reference video quality evaluation by a deep transfer CNN architecture

作者:

Highlights:

• The proposed IQA method is non-reference VQA method.

• The problems caused by insufficient training samples is solved.

• The bin-based average pooling scheme is incorporated in the last layer of the 3D architecture.

摘要

•The proposed IQA method is non-reference VQA method.•The problems caused by insufficient training samples is solved.•The bin-based average pooling scheme is incorporated in the last layer of the 3D architecture.

论文关键词:Video quality,Feature extraction,VGG-net,VQA,Average pooling,Human perception

论文评审过程:Received 30 June 2019, Revised 26 December 2019, Accepted 31 December 2019, Available online 13 January 2020, Version of Record 14 February 2020.

论文官网地址:https://doi.org/10.1016/j.image.2020.115782