Matches in SemOpenAlex for { <https://semopenalex.org/work/W3165625783> ?p ?o ?g. }
- W3165625783 abstract "In this paper, we propose a new deep image compression framework called Complexity and Bitrate Adaptive Network (CBANet), which aims to learn one single network to support variable bitrate coding under different computational complexity constraints. In contrast to the existing state-of-the-art learning based image compression frameworks that only consider the rate-distortion trade-off without introducing any constraint related to the computational complexity, our CBANet considers the trade-off between the rate and distortion under dynamic computational complexity constraints. Specifically, to decode the images with one single decoder under various computational complexity constraints, we propose a new multi-branch complexity adaptive module, in which each branch only takes a small portion of the computational budget of the decoder. The reconstructed images with different visual qualities can be readily generated by using different numbers of branches. Furthermore, to achieve variable bitrate decoding with one single decoder, we propose a bitrate adaptive module to project the representation from a base bitrate to the expected representation at a target bitrate for transmission. Then it will project the transmitted representation at the target bitrate back to that at the base bitrate for the decoding process. The proposed bit adaptive module can significantly reduce the storage requirement for deployment platforms. As a result, our CBANet enables one single codec to support multiple bitrate decoding under various computational complexity constraints. Comprehensive experiments on two benchmark datasets demonstrate the effectiveness of our CBANet for deep image compression." @default.
- W3165625783 created "2021-06-07" @default.
- W3165625783 creator A5039703932 @default.
- W3165625783 creator A5057619360 @default.
- W3165625783 creator A5086398934 @default.
- W3165625783 date "2021-05-26" @default.
- W3165625783 modified "2023-10-17" @default.
- W3165625783 title "CBANet: Towards Complexity and Bitrate Adaptive Deep Image Compression using a Single Network" @default.
- W3165625783 cites W2041404167 @default.
- W3165625783 cites W2099563019 @default.
- W3165625783 cites W2140196014 @default.
- W3165625783 cites W2593493485 @default.
- W3165625783 cites W2597747080 @default.
- W3165625783 cites W2604392022 @default.
- W3165625783 cites W2752037867 @default.
- W3165625783 cites W2892278106 @default.
- W3165625783 cites W2913277358 @default.
- W3165625783 cites W2949139904 @default.
- W3165625783 cites W2962676454 @default.
- W3165625783 cites W2962790638 @default.
- W3165625783 cites W2962891349 @default.
- W3165625783 cites W2962935523 @default.
- W3165625783 cites W2962944050 @default.
- W3165625783 cites W2963094099 @default.
- W3165625783 cites W2963149687 @default.
- W3165625783 cites W2963363373 @default.
- W3165625783 cites W2963393494 @default.
- W3165625783 cites W2963449488 @default.
- W3165625783 cites W2963737915 @default.
- W3165625783 cites W2963766446 @default.
- W3165625783 cites W2964098744 @default.
- W3165625783 cites W2964164354 @default.
- W3165625783 cites W2981613960 @default.
- W3165625783 cites W2981698279 @default.
- W3165625783 cites W2982853315 @default.
- W3165625783 cites W2994749257 @default.
- W3165625783 cites W2996631524 @default.
- W3165625783 cites W2998715470 @default.
- W3165625783 cites W3020741905 @default.
- W3165625783 cites W3028151507 @default.
- W3165625783 cites W3034797615 @default.
- W3165625783 cites W3035197843 @default.
- W3165625783 cites W3104308854 @default.
- W3165625783 doi "https://doi.org/10.48550/arxiv.2105.12386" @default.
- W3165625783 hasPublicationYear "2021" @default.
- W3165625783 type Work @default.
- W3165625783 sameAs 3165625783 @default.
- W3165625783 citedByCount "0" @default.
- W3165625783 crossrefType "posted-content" @default.
- W3165625783 hasAuthorship W3165625783A5039703932 @default.
- W3165625783 hasAuthorship W3165625783A5057619360 @default.
- W3165625783 hasAuthorship W3165625783A5086398934 @default.
- W3165625783 hasBestOaLocation W31656257831 @default.
- W3165625783 hasConcept C105795698 @default.
- W3165625783 hasConcept C113775141 @default.
- W3165625783 hasConcept C11413529 @default.
- W3165625783 hasConcept C115961682 @default.
- W3165625783 hasConcept C13280743 @default.
- W3165625783 hasConcept C13481523 @default.
- W3165625783 hasConcept C154945302 @default.
- W3165625783 hasConcept C161765866 @default.
- W3165625783 hasConcept C179518139 @default.
- W3165625783 hasConcept C179799912 @default.
- W3165625783 hasConcept C185798385 @default.
- W3165625783 hasConcept C205649164 @default.
- W3165625783 hasConcept C2987812609 @default.
- W3165625783 hasConcept C33923547 @default.
- W3165625783 hasConcept C34339180 @default.
- W3165625783 hasConcept C41008148 @default.
- W3165625783 hasConcept C57273362 @default.
- W3165625783 hasConcept C57667952 @default.
- W3165625783 hasConcept C80444323 @default.
- W3165625783 hasConcept C9390403 @default.
- W3165625783 hasConcept C9417928 @default.
- W3165625783 hasConceptScore W3165625783C105795698 @default.
- W3165625783 hasConceptScore W3165625783C113775141 @default.
- W3165625783 hasConceptScore W3165625783C11413529 @default.
- W3165625783 hasConceptScore W3165625783C115961682 @default.
- W3165625783 hasConceptScore W3165625783C13280743 @default.
- W3165625783 hasConceptScore W3165625783C13481523 @default.
- W3165625783 hasConceptScore W3165625783C154945302 @default.
- W3165625783 hasConceptScore W3165625783C161765866 @default.
- W3165625783 hasConceptScore W3165625783C179518139 @default.
- W3165625783 hasConceptScore W3165625783C179799912 @default.
- W3165625783 hasConceptScore W3165625783C185798385 @default.
- W3165625783 hasConceptScore W3165625783C205649164 @default.
- W3165625783 hasConceptScore W3165625783C2987812609 @default.
- W3165625783 hasConceptScore W3165625783C33923547 @default.
- W3165625783 hasConceptScore W3165625783C34339180 @default.
- W3165625783 hasConceptScore W3165625783C41008148 @default.
- W3165625783 hasConceptScore W3165625783C57273362 @default.
- W3165625783 hasConceptScore W3165625783C57667952 @default.
- W3165625783 hasConceptScore W3165625783C80444323 @default.
- W3165625783 hasConceptScore W3165625783C9390403 @default.
- W3165625783 hasConceptScore W3165625783C9417928 @default.
- W3165625783 hasLocation W31656257831 @default.
- W3165625783 hasOpenAccess W3165625783 @default.
- W3165625783 hasPrimaryLocation W31656257831 @default.
- W3165625783 hasRelatedWork W2058449792 @default.
- W3165625783 hasRelatedWork W2140945903 @default.