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Deep learning-based video coding: A review and a case study
The past decade has witnessed the great success of deep learning in many disciplines,
especially in computer vision and image processing. However, deep learning-based video …
especially in computer vision and image processing. However, deep learning-based video …
Deep architectures for image compression: a critical review
Deep learning architectures are now pervasive and filled almost all applications under
image processing, computer vision, and biometrics. The attractive property of feature …
image processing, computer vision, and biometrics. The attractive property of feature …
Palette: Image-to-image diffusion models
This paper develops a unified framework for image-to-image translation based on
conditional diffusion models and evaluates this framework on four challenging image-to …
conditional diffusion models and evaluates this framework on four challenging image-to …
Towards real-world blind face restoration with generative facial prior
Blind face restoration usually relies on facial priors, such as facial geometry prior or
reference prior, to restore realistic and faithful details. However, very low-quality inputs …
reference prior, to restore realistic and faithful details. However, very low-quality inputs …
High-fidelity generative image compression
We extensively study how to combine Generative Adversarial Networks and learned
compression to obtain a state-of-the-art generative lossy compression system. In particular …
compression to obtain a state-of-the-art generative lossy compression system. In particular …
Generative adversarial networks for extreme learned image compression
We present a learned image compression system based on GANs, operating at extremely
low bitrates. Our proposed framework combines an encoder, decoder/generator and a multi …
low bitrates. Our proposed framework combines an encoder, decoder/generator and a multi …
Remote heart rate measurement from highly compressed facial videos: an end-to-end deep learning solution with video enhancement
Remote photoplethysmography (rPPG), which aims at measuring heart activities without any
contact, has great potential in many applications (eg, remote healthcare). Existing rPPG …
contact, has great potential in many applications (eg, remote healthcare). Existing rPPG …
Generative adversarial networks for image and video synthesis: Algorithms and applications
The generative adversarial network (GAN) framework has emerged as a powerful tool for
various image and video synthesis tasks, allowing the synthesis of visual content in an …
various image and video synthesis tasks, allowing the synthesis of visual content in an …
Rethinking lossy compression: The rate-distortion-perception tradeoff
Lossy compression algorithms are typically designed and analyzed through the lens of
Shannon's rate-distortion theory, where the goal is to achieve the lowest possible distortion …
Shannon's rate-distortion theory, where the goal is to achieve the lowest possible distortion …
Video coding for machines: A paradigm of collaborative compression and intelligent analytics
Video coding, which targets to compress and reconstruct the whole frame, and feature
compression, which only preserves and transmits the most critical information, stand at two …
compression, which only preserves and transmits the most critical information, stand at two …