Image and video compression with neural networks: A review

S Ma, X Zhang, C Jia, Z Zhao, S Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
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 …

Deep architectures for image compression: a critical review

D Mishra, SK Singh, RK Singh - Signal Processing, 2022 - Elsevier
Deep learning architectures are now pervasive and filled almost all applications under
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 …

End-to-end optimized versatile image compression with wavelet-like transform

H Ma, D Liu, N Yan, H Li, F Wu - IEEE Transactions on Pattern …, 2020 - ieeexplore.ieee.org
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 …

Global contrast based salient region detection

MM Cheng, NJ Mitra, X Huang… - IEEE transactions on …, 2014 - ieeexplore.ieee.org
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 …

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 …

Frequency-tuned salient region detection

R Achanta, S Hemami, F Estrada… - 2009 IEEE conference …, 2009 - ieeexplore.ieee.org
Detection of visually salient image regions is useful for applications like object
segmentation, adaptive compression, and object recognition. In this paper, we introduce a …

Efficient salient region detection with soft image abstraction

MM Cheng, J Warrell, WY Lin… - Proceedings of the …, 2013 - openaccess.thecvf.com
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 …

The JPEG 2000 still image compression standard

A Skodras, C Christopoulos… - IEEE Signal processing …, 2001 - ieeexplore.ieee.org
One of the aims of the standardization committee has been the development of Part I, which
could be used on a royalty-and fee-free basis. This is important for the standard to become …

Generative joint source-channel coding for semantic image transmission

E Erdemir, TY Tung, PL Dragotti… - IEEE Journal on …, 2023 - ieeexplore.ieee.org
Recent works have shown that joint source-channel coding (JSCC) schemes using deep
neural networks (DNNs), called DeepJSCC, provide promising results in wireless image …