QualityNet: Error-bounded Lossy Compression Quality Prediction via Deep Surrogate

Khondoker Mirazul Mumenin*, Dong Dai, Jinzhen Wang, Sheng Di

BigData, 2024

We designed a surrogate-based framework to predict key compression quality assessment metrics. This framework allows users to estimate the quality of compressed data quickly, which enables faster decision-making on compression configuration.

Github Repo, Talk