Search Results - "Learning-based Image Compression"

Image Coding Using Asymmetric Learned Processing Structures

Codificação de imagem usando estruturas treinadas assimétricas

Authors: Marques, Alexandre Paulo

Subject Terms: Aprendizagem Automática, Auto-codificadores Assimétricos, Efficient Lossy Image Data Compression, Learning-based Image Compression, Machine Learning, Asymmetrical Autoencoders, Compressão Eficiente de Imagem com Perdas, Compressão de Imagem Baseada na Aprendizagem Automatica

Availability: https://hdl.handle.net/10316/118134

Efficient and High Performance Algorithms for Context Modeling in Learning-based Image Compression

Authors: Koyuncu, Ahmet Burakhan Steinbach, Eckehard (Prof. Dr.) Kaup, André (Prof. Dr.) et al.

Contributors: Koyuncu, Ahmet Burakhan Steinbach, Eckehard (Prof. Dr.) Kaup, André (Prof. Dr.) et al.

Subject Terms: Ingenieurwissenschaften, Deep Learning, Bildkompression, Deep-Learning-basierte Bildkompression, Kontextmodellierung, Transformers, ddc:620, Image Compression, Deep Learning-based Image Compression, Context Modeling

File Description: application/pdf

Access URL: https://mediatum.ub.tum.de/doc/1764709/document.pdf

ANFIC: Image Compression Using Augmented Normalizing Flows

Authors: Yung-Han Ho Chih-Chun Chan Wen-Hsiao Peng et al.

Source: IEEE Open Journal of Circuits and Systems, Vol 2, Pp 613-626 (2021)

Subject Terms: FOS: Computer and information sciences, Computer Science - Machine Learning, perceptually lossless image compression, Computer Vision and Pattern Recognition (cs.CV), Image and Video Processing (eess.IV), Computer Science - Computer Vision and Pattern Recognition, 02 engineering and technology, Electric apparatus and materials. Electric circuits. Electric networks, Electrical Engineering and Systems Science - Image and Video Processing, 01 natural sciences, Machine Learning (cs.LG), variable rate image compression, augmented normalizing flows, Learning-based image compression, flow-based image compression, FOS: Electrical engineering, electronic engineering, information engineering, 0202 electrical engineering, electronic engineering, information engineering, TK452-454.4, 0105 earth and related environmental sciences

Access URL: https://ieeexplore.ieee.org/ielx7/8784029/9314963/09623351.pdf
http://arxiv.org/abs/2107.08470
https://doaj.org/article/c929fe6d235b4cfdaefe91c5b076a3cc
https://ieeexplore.ieee.org/document/9623351/
https://dblp.uni-trier.de/db/journals/corr/corr2107.html#abs-2107-08470

On the impact of learning-based image compression on computer vision tasks

Authors: Akamatsu, Shunsuke Testolina, Michela Upenik, Evgeniy et al.

Subject Terms: JPEG AI, learning-based image compression, computer vision, image classification, object detection

Relation: SPIE Applications of Digital Image Processing XLVII; https://infoscience.epfl.ch/handle/20.500.14299/241281

Availability: https://infoscience.epfl.ch/handle/20.500.14299/241281
https://hdl.handle.net/20.500.14299/241281

Towards super resolution in the compressed domain of learning-based image codecs

Authors: Upenik, Evgeniy Testolina, Michela Ebrahimi, Touradj

Subject Terms: Image processing, super resolution, learning-based image compression, deep learning

Relation: https://infoscience.epfl.ch/record/288672/files/Towards_super_resolution_in_the_compressed_domain_of_learning_based_image_codecs.pdf; Applications of Digital Image Processing XLIV; https://infoscience.epfl.ch/handle/20.500.14299/181479

Availability: https://doi.org/10.1117/12.2597833
https://infoscience.epfl.ch/handle/20.500.14299/181479
https://hdl.handle.net/20.500.14299/181479

Image Coding Using Asymmetric Learned Processing Structures ; Codificação de imagem usando estruturas treinadas assimétricas

Authors: Marques, Alexandre Paulo Cruz, Luís Alberto da Silva

Contributors: Marques, Alexandre Paulo Cruz, Luís Alberto da Silva

Subject Terms: Aprendizagem Automática, Auto-codificadores Assimétricos, Efficient Lossy Image Data Compression, Learning-based Image Compression, Machine Learning, Asymmetrical Autoencoders, Compressão Eficiente de Imagem com Perdas, Compressão de Imagem Baseada na Aprendizagem Automatica

Relation: https://hdl.handle.net/10316/118134; 203828992

Availability: https://hdl.handle.net/10316/118134

Image Compression and Quality Assessment using Convolutional Neural Networks

Authors: Pinar Akyazi

Subject Terms: learning-based image compression, subjective quality assessment, convolutional neural networks, objective metric, Full reference image quality assessment, objective quality assessment

Access URL: https://infoscience.epfl.ch/record/280794

Efficient and High Performance Algorithms for Context Modeling in Learning-based Image Compression

Additional Titles: Effiziente und hochleistungsfähige Algorithmen für die Kontextmodellierung in der gelernten Bildkomprimierung

Authors: Steinbach, Eckehard (Prof. Dr.) Steinbach, Eckehard (Prof. Dr.);Kaup, André (Prof. Dr.);Duarte Ascenso, João (Prof. Dr.) Koyuncu, Ahmet Burakhan

Index Terms: info:eu-repo/classification/ddc/620, Ingenieurwissenschaften, Deep Learning;Image Compression;Deep Learning-based Image Compression;Context Modeling;Transformers, Deep Learning;Bildkompression;Deep-Learning-basierte Bildkompression;Kontextmodellierung;Transformers, thesis, doc-type:doctoralThesis

URL: https://mediatum.ub.tum.de/1764709
https://mediatum.ub.tum.de/doc/1764709/document.pdf
http://nbn-resolving.de/urn:nbn:de:bvb:91-diss-20250520-1764709-0-4