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Uddehal, Shabhrish; Strutz, Tilo; Och, Hannah; Kaup, André (2023): Image Segmentation for Improved Lossless Screen Content Compression. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'23), 4-10 June 2023, Rhodes Island, Greece 2023.
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The website of Coburg University of Applied Sciences was translated using translation software provided by a third-party provider such as DeepL. The official text is the German version of the website. No liability is assumed, either explicitly or implicitly, for the accuracy, reliability, or correctness of the translations into another language.

Image Segmentation for Improved Lossless Screen Content Compression

In recent years, it has been found that screen content images (SCI) can be effectively compressed based on appropriate probability modelling and suitable entropy coding methods such as arithmetic coding. The key objective is determining the best probability distribution for each pixel position. This strategy works particularly well for images with synthetic (textual) content. However, usually screen content images not only consist of synthetic but also pictorial (natural) regions. These images require diverse models of probability distributions to be optimally compressed. One way to achieve this goal is to separate synthetic and natural regions. This paper proposes a segmentation method that identifies natural regions enabling better adaptive treatment. It supplements a compression method known as Soft Context Formation (SCF) and operates as a pre-processing step. If at least one natural segment is found within the SCI, it is split into two subimages (natural and synthetic parts) and the process of modelling and coding is performed separately for both. For SCIs with natural regions, the proposed method achieves a bit-rate reduction of up to 11.6% and 1.52% with respect to HEVC and the previous version of the SCF.

Titel:

Image Segmentation for Improved Lossless Screen Content Compression

Veröffentlichungsdatum:

04.06.2023

Publikationsart:

Beitrag zu wissenschaftlicher Konferenz/Tagung

Forschungsschwerpunkt:

HRK Schwerpunkt Nachhaltige Mobilitäts- und Energiekonzepte

Medien:

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'23), 4-10 June 2023, Rhodes Island, Greece

DOI:

Weblink:

Heft:

Band:

2023

Artikelnummer:

ISBN:

Autoren:

Shabhrish Uddehal, Tilo Strutz, Hannah Och, André Kaup

Medien:

IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'23), 4-10 June 2023, Rhodes Island, Greece

Herausgeber:

Seiten:

Open Access:

Peer reviewed:

Ja

Zitierung:

Uddehal, Shabhrish; Strutz, Tilo; Och, Hannah; Kaup, André (2023): Image Segmentation for Improved Lossless Screen Content Compression. IEEE International Conference on Acoustics, Speech, and Signal Processing (ICASSP'23), 4-10 June 2023, Rhodes Island, Greece 2023.

Autoren:

Shabhrish Uddehal, Tilo Strutz, Hannah Och, André Kaup