Search Results - "scalable image coding"
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Scalable Image Coding for Humans and Machines
ISSN: 1057-7149, 1941-0042, 1941-0042Published: United States IEEE 2022Published in IEEE transactions on image processing (2022)“…At present, and increasingly so in the future, much of the captured visual content will not be seen by humans. Instead, it will be used for automated machine…”
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Semantic and Saliency-Aware Scalable Image Coding Toward Human-Machine Collaboration
ISSN: 1051-8215, 1558-2205Published: New York IEEE 01.11.2025Published in IEEE transactions on circuits and systems for video technology (01.11.2025)“…With the widespread deployment of intelligent vision applications, a substantial amount of visual data is being transmitted to machines for automated analysis…”
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SSSIC: Semantics-to-Signal Scalable Image Coding With Learned Structural Representations
ISSN: 1057-7149, 1941-0042, 1941-0042Published: United States IEEE 01.01.2021Published in IEEE transactions on image processing (01.01.2021)“…We address the requirement of image coding for joint human-machine vision, i.e., the decoded image serves both human observation and machine…”
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Semantic Prior-Guided Scalable Image Coding
ISSN: 2379-190XPublished: IEEE 06.04.2025Published in Proceedings of the ... IEEE International Conference on Acoustics, Speech and Signal Processing (1998) (06.04.2025)“…We propose a semantic priori-guided scalable image coding method for simultaneously supporting fast machine vision analysis and high quality human visual experience…”
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Scalable image coding with enhancement features for human and machine
ISSN: 0942-4962, 1432-1882Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2024Published in Multimedia systems (01.04.2024)“…The past decade has seen significant advancements in computer vision technologies, resulting in an increasing consumption of images and videos by both human…”
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Layered and scalable image coding with semantic features for human and machine
ISSN: 0952-1976Published: Elsevier Ltd 01.09.2025Published in Engineering applications of artificial intelligence (01.09.2025)“…In recent years, there has been an emergence of numerous edge devices capturing visual data primarily for machine vision analysis, with occasional viewing by…”
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Scalable Image Coding Based on Epitomes
ISSN: 1057-7149, 1941-0042, 1941-0042Published: United States IEEE 01.08.2017Published in IEEE transactions on image processing (01.08.2017)“…In this paper, we propose a novel scheme for scalable image coding based on the concept of epitome…”
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STSIC: Swin-transformer-based scalable image coding for human and machine
ISSN: 1047-3203, 1095-9076Published: Elsevier Inc 01.02.2024Published in Journal of visual communication and image representation (01.02.2024)“…•The scalable image coding framework is employed in STSIC.•Swin-Transformer is used as the backbone of STSIC…”
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Semantically Scalable Image Coding With Compression of Feature Maps
ISSN: 2381-8549Published: IEEE 01.10.2020Published in Proceedings - International Conference on Image Processing (01.10.2020)“…In this paper, we consider a novel image coding paradigm, termed semantically scalable coding. In the new paradigm, coded bitstream serves for multiple…”
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Towards Semantically Scalable Image Coding using Semantic Map
ISBN: 9781728133201, 1728133203ISSN: 2158-1525Published: IEEE 01.10.2020Published in IEEE International Symposium on Circuits and Systems proceedings (01.10.2020)“… We implement such a semantically scalable image coding scheme based on semantic map. In the proposed scheme, the original image is firstly semantically segmented and the semantic map is compressed as the base layer…”
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Resolution Scalable Image Coding With Reversible Cellular Automata
ISSN: 1057-7149, 1941-0042, 1941-0042Published: United States IEEE 01.05.2011Published in IEEE transactions on image processing (01.05.2011)“…In a resolution scalable image coding algorithm, a multiresolution representation of the data is often obtained using a linear filter bank…”
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Towards Coding For Human And Machine Vision: A Scalable Image Coding Approach
ISSN: 1945-788XPublished: IEEE 01.07.2020Published in Proceedings (IEEE International Conference on Multimedia and Expo) (01.07.2020)“…The past decades have witnessed the rapid development of image and video coding techniques in the era of big data. However, the signal fidelity-driven coding…”
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Scalable Image Coding for Humans and Machines Using Feature Fusion Network
ISSN: 2473-3628Published: IEEE 02.10.2024Published in IEEE International Workshop on Multimedia Signal Processing (02.10.2024)“… We propose a learning-based scalable image coding method for humans and machines that is compatible with numerous image recognition models…”
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Scalable image coding using reversible integer wavelet transforms
ISSN: 1057-7149, 1941-0042Published: New York, NY IEEE 01.11.2000Published in IEEE transactions on image processing (01.11.2000)“…Reversible integer wavelet transforms allow both lossless and lossy decoding using a single bitstream. We present a new fully scalable image coder and…”
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End to End Scalable Image Coding for Machines
Published: IEEE 24.11.2023Published in 2023 3rd International Conference on Intelligent Communications and Computing (ICC) (24.11.2023)“…With the rapid advancements in image data acquisition technology, there has been a significant improvement in the resolution of captured images. This progress…”
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text +\mathrm: Plug and Play Scalable Image Coding for Humans and Machines
Published: IEEE 01.07.2023Published in 2023 IEEE International Conference on Multimedia and Expo Workshops (ICMEW) (01.07.2023)“…Compression for machines is an emerging field, where inputs are encoded while optimizing the performance of down-stream automated analysis. In scalable coding…”
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Scalable Image Coding for Humans and Machines
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 13.01.2022Published in arXiv.org (13.01.2022)“…At present, and increasingly so in the future, much of the captured visual content will not be seen by humans. Instead, it will be used for automated machine…”
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Learned Disentangled Latent Representations for Scalable Image Coding for Humans and Machines
ISSN: 2375-0359Published: IEEE 01.03.2023Published in DCC (Los Alamitos, Calif.) (01.03.2023)“…As an increasing amount of image and video content will be analyzed by machines, there is demand for a new codec paradigm that is capable of compressing visual…”
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Scalable Image Coding for Human and Machines: Based on partial channel context model
ISSN: 1948-9447Published: IEEE 25.05.2024Published in Chinese Control and Decision Conference (25.05.2024)“…In recent years, there has been a substantial increase in the amount of visual data generated by edge devices. Machines typically process this data to…”
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Frequency-Aware Hierarchical Image Compression for Humans and Machines
ISSN: 2642-9357Published: IEEE 08.12.2024Published in Visual communications and image processing (Online) (08.12.2024)“…To achieve efficient compression for both human vision and machine perception, scalable coding methods have been proposed in recent years. However, existing…”
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