QARV : Quantization-Aware ResNet VAE for Lossy Image Compression

This paper addresses the problem of lossy image compression, a fundamental problem in image processing and information theory that is involved in many real-world applications. We start by reviewing the framework of variational autoencoders (VAEs), a powerful class of generative probabilistic models...

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Veröffentlicht in:IEEE transactions on pattern analysis and machine intelligence. - 1979. - 46(2024), 1 vom: 12. Jan., Seite 436-450
1. Verfasser: Duan, Zhihao (VerfasserIn)
Weitere Verfasser: Lu, Ming, Ma, Jack, Huang, Yuning, Ma, Zhan, Zhu, Fengqing
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE transactions on pattern analysis and machine intelligence
Schlagworte:Journal Article