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Image and video compression with neural networks: A review
In recent years, the image and video coding technologies have advanced by leaps and
bounds. However, due to the popularization of image and video acquisition devices, the …
bounds. However, due to the popularization of image and video acquisition devices, the …
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 …
Deep learning-enabled semantic communication systems with task-unaware transmitter and dynamic data
H Zhang, S Shao, M Tao, X Bi… - IEEE Journal on …, 2022 - ieeexplore.ieee.org
Existing deep learning-enabled semantic communication systems often rely on shared
background knowledge between the transmitter and receiver that includes empirical data …
background knowledge between the transmitter and receiver that includes empirical data …
Generative joint source-channel coding for semantic image transmission
Recent works have shown that joint source-channel coding (JSCC) schemes using deep
neural networks (DNNs), called DeepJSCC, provide promising results in wireless image …
neural networks (DNNs), called DeepJSCC, provide promising results in wireless image …
End-to-end optimized versatile image compression with wavelet-like transform
Built on deep networks, end-to-end optimized image compression has made impressive
progress in the past few years. Previous studies usually adopt a compressive auto-encoder …
progress in the past few years. Previous studies usually adopt a compressive auto-encoder …
Image compression techniques: A survey in lossless and lossy algorithms
AJ Hussain, A Al-Fayadh, N Radi - Neurocomputing, 2018 - Elsevier
The bandwidth of the communication networks has been increased continuously as results
of technological advances. However, the introduction of new services and the expansion of …
of technological advances. However, the introduction of new services and the expansion of …
Global contrast based salient region detection
Automatic estimation of salient object regions across images, without any prior assumption
or knowledge of the contents of the corresponding scenes, enhances many computer vision …
or knowledge of the contents of the corresponding scenes, enhances many computer vision …
DeepJSCC-Q: Constellation constrained deep joint source-channel coding
Recent works have shown that modern machine learning techniques can provide an
alternative approach to the long-standing joint source-channel coding (JSCC) problem. Very …
alternative approach to the long-standing joint source-channel coding (JSCC) problem. Very …
Frequency-tuned salient region detection
Detection of visually salient image regions is useful for applications like object
segmentation, adaptive compression, and object recognition. In this paper, we introduce a …
segmentation, adaptive compression, and object recognition. In this paper, we introduce a …
Efficient salient region detection with soft image abstraction
Detecting visually salient regions in images is one of the fundamental problems in computer
vision. We propose a novel method to decompose an image into large scale perceptually …
vision. We propose a novel method to decompose an image into large scale perceptually …