笔记《Variational image compression with a scale hyperprior》

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771 words

为了 hyper prior entropy model、hierarchical prior 来看

来源

论文 https://arxiv.org/abs/1802.01436v2 复现 https://github.com/Hannah-Neumann/ai-image-compression

side information

"a concept universal to virtually all modern image codecs, but largely unexplored in image compression using artificial neural networks (ANNs)."

是指先验信息? https://www.nxhh.net/qkwenda/3103389.html

Intro

本来是因为不了解 DCVC 提到的 prior 和 side information 来看,但这篇文章的 introduction 解答了我对图像压缩整体流程的很多疑问

甚至解释了一直没搞清楚的 entropy model(由编解码双方约定的被压缩信息的分布建模)

a joint, or even fully factorized, distribution

强调联合分布是? factorized distribution是指? 相关 https://zhuanlan.zhihu.com/p/380971473

Hyper prior

"Here, we use this formalism to show that side information can be viewed as a prior on the parameters of the entropy model, making them hyperpriors of the latent representation."

变分模型、变分推断

https://zhuanlan.zhihu.com/p/380971473