Search Results - Quantum convolutional autoencoder
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Optimal satellite selection using quantum convolutional autoencoder for low-cost GNSS receiver applications
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 13.03.2025Published in Scientific reports (13.03.2025)“… This work proposes the quantum convolutional autoencoder-based optimal satellite selection method…”
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QCAE-QOC-SVM: A hybrid quantum machine learning model for DoS and Fuzzy attack detection on autonomous vehicle CAN bus
ISSN: 2215-0161, 2215-0161Published: Netherlands Elsevier B.V 01.12.2025Published in MethodsX (01.12.2025)“… Our approach is a combination of a Quantum Convolutional Autoencoder (QCAE) and a Quantum Orthogonal Classifier based on Support Vector Machines (QOC-SVM…”
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Enhancing a convolutional autoencoder with a quantum approximate optimization algorithm for image noise reduction
ISSN: 2632-2153, 2632-2153Published: Bristol IOP Publishing 30.12.2025Published in Machine learning: science and technology (30.12.2025)“… Owing to their promising efficiency, quantum computers have gained popularity. This paper proposes a method, the quantum convolutional autoencoder (QCAE…”
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INTERNATIONAL PATENT: TELEFONAKTIEBOLAGET LM ERICSSON (PUBL) FILES APPLICATION FOR "A QUANTUM CONVOLUTIONAL AUTOENCODER"
Published: Washington, D.C HT Digital Streams Limited 04.02.2025Published in US Fed News Service, Including US State News (04.02.2025)Get full text
Newsletter -
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A Hybrid Quantum enabled RBM Advantage: Convolutional Autoencoders For Quantum Image Compression and Generative Learning
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 31.01.2020Published in arXiv.org (31.01.2020)“… We describe a hybrid system that combines a classical deep neural network autoencoder with a quantum annealing Restricted Boltzmann Machine (RBM) using the D-Wave…”
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Enhancing a Convolutional Autoencoder with a Quantum Approximate Optimization Algorithm for Image Noise Reduction
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 12.01.2024Published in arXiv.org (12.01.2024)“… Owing to their promising efficiency, quantum computers have gained popularity. This study introduces a quantum convolutional autoencoder (QCAE…”
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Ensemble quantum deep learning for segmentation and classification of central nervous system demyelinating diseases
ISSN: 1746-8094Published: Elsevier Ltd 01.03.2026Published in Biomedical signal processing and control (01.03.2026)“…) for joint segmentation and feature extraction, and a hybrid Quantum Autoencoder–Quantum Convolutional Variational (QA–QCV…”
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Quantum-Enhanced Representation Learning: A Quanvolutional Autoencoder Approach against DDoS Threats
ISSN: 2504-4990, 2504-4990Published: Basel MDPI AG 01.06.2024Published in Machine learning and knowledge extraction (01.06.2024)“… Specifically, the quanvolutional autoencoder employs randomized quantum circuits to analyze time-series data from DDoS attacks, offering a robust alternative to classical convolutional neural networks…”
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Machine learning approach to reconstruct density matrices from quantum marginals
ISSN: 2632-2153, 2632-2153Published: Bristol IOP Publishing 30.06.2025Published in Machine learning: science and technology (30.06.2025)“…: reconstructing a global density matrix compatible with a given set of quantum marginals. Our method integrates a quantum marginal imposition technique with convolutional denoising autoencoders…”
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Application of image recognition algorithm based on quantum convolutional neural network
Published: IEEE 23.05.2025Published in 2025 IEEE 5th International Conference on Electronic Technology, Communication and Information (ICETCI) (23.05.2025)“… The algorithm combines the advantages of quantum convolutional neural networks (QCNN), autoencoders (AE) and low-lot gradient descent…”
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Conference Proceeding -
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Denoising gravitational-wave signals from binary black holes with a dilated convolutional autoencoder
ISSN: 2632-2153, 2632-2153Published: Bristol IOP Publishing 01.09.2023Published in Machine learning: science and technology (01.09.2023)“… The denoising convolutional autoencoder neural network is trained on a dataset of simulated astrophysical signals injected into the real…”
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Journal Article -
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Semi-supervised underwater acoustic source localization based on residual convolutional autoencoder
ISSN: 1687-6180, 1687-6172, 1687-6180Published: Cham Springer International Publishing 01.12.2022Published in EURASIP journal on advances in signal processing (01.12.2022)“…Passive localization of underwater targets was a thorny problem in underwater acoustics. For traditional model-driven passive localization methods, the main…”
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Towards Quantum Image Generation on Single Qubit using Quantum Information Bottleneck
ISSN: 2691-4581, 2691-4581Published: IEEE 2025Published in IEEE transactions on artificial intelligence (2025)“…: Quantum Convolutional Variational Autoencoders (QCVAE), designed to operate with only a single qubit…”
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Performance of a convolutional autoencoder designed to remove electronic noise from p-type point contact germanium detector signals
ISSN: 1434-6052, 1434-6044, 1434-6052Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.12.2022Published in The European physical journal. C, Particles and fields (01.12.2022)“…We present a convolutional autoencoder to denoise pulses from a p-type point contact high-purity germanium detector similar to those used in several rare event searches…”
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CAD-Skin: A Hybrid Convolutional Neural Network–Autoencoder Framework for Precise Detection and Classification of Skin Lesions and Cancer
ISSN: 2306-5354, 2306-5354Published: Switzerland MDPI AG 21.03.2025Published in Bioengineering (Basel) (21.03.2025)“… This work proposes a novel deep learning algorithm to detect skin cancer. The proposed CAD-Skin system detects and classifies skin lesions using deep convolutional…”
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Anomaly detection by using a combination of generative adversarial networks and convolutional autoencoders
ISSN: 1687-6180, 1687-6172, 1687-6180Published: Cham Springer International Publishing 01.12.2022Published in EURASIP journal on advances in signal processing (01.12.2022)“…With the development of full digitalization, the amount of time series data generated by sensors is ever-increasing; thus, time series outlier detection has…”
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Feature extraction and classification of heart sound using 1D convolutional neural networks
ISSN: 1687-6180, 1687-6172, 1687-6180Published: Cham Springer International Publishing 12.12.2019Published in EURASIP journal on advances in signal processing (12.12.2019)“…We proposed a one-dimensional convolutional neural network (CNN) model, which divides heart sound signals into normal and abnormal directly independent of ECG…”
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Lorentz group equivariant autoencoders
ISSN: 1434-6052, 1434-6044, 1434-6052Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.06.2023Published in The European physical journal. C, Particles and fields (01.06.2023)“… To that end, we develop the Lorentz group autoencoder (LGAE), an autoencoder model equivariant with respect to the proper, orthochronous Lorentz group SO + ( 3 , 1…”
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Multi source heterogeneous data diagnosis method of rotating machinery based on parameter collaborative optimization of multi-scale convolutional autoencoder
ISSN: 1392-8716, 2538-8460Published: 28.10.2025Published in Journal of Vibroengineering (28.10.2025)“… data diagnosis method based on parameter collaborative optimization multi-scale convolutional autoencoder (MSCAE) is proposed…”
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Convolutional Machine Learning Method for Accelerating Nonequilibrium Green's Function Simulations in Nanosheet Transistor
ISSN: 0018-9383, 1557-9646Published: New York IEEE 01.10.2023Published in IEEE transactions on electron devices (01.10.2023)“… The device simulations are based on the quantum mechanical nonequilibrium Green's function (NEGF…”
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