Feature Map Compression for Video Coding for Machines Based on Receptive Block Based Principal Component Analysis

This paper presents a method to effectively compress the intermediate layer feature map of a convolutional neural network for the potential structures of Video Coding for Machines, which is an emerging technology for future machine consumption applications. Notably, most extant studies compress a si...

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Bibliographic Details
Main Authors: Minhun Lee, Hansol Choi, Jihoon Kim, Jihoon Do, Hyoungjin Kwon, Se Yoon Jeong, Donggyu Sim, Seoung-Jun Oh
Format: Article
Language:English
Published: IEEE 2023-01-01
Series:IEEE Access
Subjects:
Online Access:https://ieeexplore.ieee.org/document/10064277/