Storage space reduction in picture archiving and communication system using generative adversarial network. (12th May 2023)
- Record Type:
- Journal Article
- Title:
- Storage space reduction in picture archiving and communication system using generative adversarial network. (12th May 2023)
- Main Title:
- Storage space reduction in picture archiving and communication system using generative adversarial network
- Authors:
- Varghese, Bejoy
Krishnakumar, S. - Abstract:
- This paper presents a new architecture of picture archiving and communication system (PACS) based on generative adversarial network (GAN) and fractal image compression (FIC). The GAN architecture is modified to be a conditional GAN by conditioning the generator with the uncompressed image. Both the generator and discriminator networks utilise the convolutional neural network (CNN) which enables the system to capture the similarity measures without using any handcrafted functions. Performance of the proposed design is evaluated by comparing it with the commonly used compression techniques in PACS and recently reported best performing machine learning compression techniques. The simulation of PACS shows that the storage space consumption of the proposed design is only 30% in comparison with other algorithms. It is also observed that the GAN-based FIC can drastically reduce the compression time compared to the conventional fractal and non fractal compression methods.
- Is Part Of:
- International journal of ad hoc and ubiquitous computing. Volume 43:Number 1(2023)
- Journal:
- International journal of ad hoc and ubiquitous computing
- Issue:
- Volume 43:Number 1(2023)
- Issue Display:
- Volume 43, Issue 1 (2023)
- Year:
- 2023
- Volume:
- 43
- Issue:
- 1
- Issue Sort Value:
- 2023-0043-0001-0000
- Page Start:
- 41
- Page End:
- 52
- Publication Date:
- 2023-05-12
- Subjects:
- image compression -- picture archiving and communication system -- PACS -- generative adversarial network -- GAN -- fractal compression
Ubiquitous computing -- Periodicals
Embedded computer systems -- Periodicals
Electronic data processing -- Distributed processing -- Periodicals
Wireless communication systems -- Periodicals
Computer architecture -- Periodicals
004.2 - Journal URLs:
- http://inderscience.metapress.com/content/119852 ↗
http://www.inderscience.com/ ↗ - Languages:
- English
- ISSNs:
- 1743-8225
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - BLDSS-3PM
British Library STI - ELD Digital store - Ingest File:
- 26912.xml