SVM based approach for complexity control of HEVC intra coding

作者:

Highlights:

• Accurately controlling complexity of video coding using machine learning.

• Flexible classification allows adjusting the performance after training.

• Hand-crafted features better represent block partitioning decision.

• Offline learning with online probability modeling improves compression performance.

摘要

•Accurately controlling complexity of video coding using machine learning.•Flexible classification allows adjusting the performance after training.•Hand-crafted features better represent block partitioning decision.•Offline learning with online probability modeling improves compression performance.

论文关键词:HEVC,Complexity control,Intra coding,SVM,Machine learning,Video compression

论文评审过程:Received 15 January 2020, Revised 6 January 2021, Accepted 24 January 2021, Available online 3 February 2021, Version of Record 10 February 2021.

论文官网地址:https://doi.org/10.1016/j.image.2021.116177