Search Results - Quantum convolutional autoencoder

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  1. 1

    Optimal satellite selection using quantum convolutional autoencoder for low-cost GNSS receiver applications by Arasavali, Nalineekumari, Kumar, Mogadala Vinod, Gottapu, Sasibhushana Rao, Kumar, Om Prakash, Kakade, Priyanka Desai, Vincent, Shweta, Mane, Pallavi R., Kumar, Sachin

    ISSN: 2045-2322, 2045-2322
    Published: London Nature Publishing Group UK 13.03.2025
    Published in Scientific reports (13.03.2025)
    “… This work proposes the quantum convolutional autoencoder-based optimal satellite selection method…”
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    Journal Article
  2. 2

    QCAE-QOC-SVM: A hybrid quantum machine learning model for DoS and Fuzzy attack detection on autonomous vehicle CAN bus by R, Meghana, Ramesha, Sowmyashree Sakrepatna, Mukhopadhyay, Adwitiya

    ISSN: 2215-0161, 2215-0161
    Published: Netherlands Elsevier B.V 01.12.2025
    Published 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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    Journal Article
  3. 3

    Enhancing a convolutional autoencoder with a quantum approximate optimization algorithm for image noise reduction by Kit, Tara, Pov, Kimsay, Kea, Kimleang, Chang, Won-Du, Chul Park, Hee, Han, Youngsun

    ISSN: 2632-2153, 2632-2153
    Published: Bristol IOP Publishing 30.12.2025
    Published 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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    Journal Article
  4. 4
  5. 5

    A Hybrid Quantum enabled RBM Advantage: Convolutional Autoencoders For Quantum Image Compression and Generative Learning by Sleeman, Jennifer, Dorband, John, Halem, Milton

    ISSN: 2331-8422
    Published: Ithaca Cornell University Library, arXiv.org 31.01.2020
    Published 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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    Paper
  6. 6

    Enhancing a Convolutional Autoencoder with a Quantum Approximate Optimization Algorithm for Image Noise Reduction by Kea, Kimleang, Won-Du, Chang, Park, Hee Chul, Han, Youngsun

    ISSN: 2331-8422
    Published: Ithaca Cornell University Library, arXiv.org 12.01.2024
    Published 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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    Paper
  7. 7

    Ensemble quantum deep learning for segmentation and classification of central nervous system demyelinating diseases by Satyanarayana, T.V.V., Aravinda Babu, Tummala, Vardhana Reddy, Karna Vishnu, Venkat Reddy, D., Nageswara Rao, M.V.

    ISSN: 1746-8094
    Published: Elsevier Ltd 01.03.2026
    Published in Biomedical signal processing and control (01.03.2026)
    “…) for joint segmentation and feature extraction, and a hybrid Quantum AutoencoderQuantum Convolutional Variational (QA–QCV…”
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    Journal Article
  8. 8

    Quantum-Enhanced Representation Learning: A Quanvolutional Autoencoder Approach against DDoS Threats by Rivas, Pablo, Orduz, Javier, Jui, Tonni Das, DeCusatis, Casimer, Khanal, Bikram

    ISSN: 2504-4990, 2504-4990
    Published: Basel MDPI AG 01.06.2024
    Published 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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    Journal Article
  9. 9

    Machine learning approach to reconstruct density matrices from quantum marginals by Uzcategui-Contreras, Daniel, Guerra, Antonio, Niklitschek, Sebastian, Delgado, Aldo

    ISSN: 2632-2153, 2632-2153
    Published: Bristol IOP Publishing 30.06.2025
    Published 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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    Journal Article
  10. 10

    Application of image recognition algorithm based on quantum convolutional neural network by Zhao, Xueyang

    Published: IEEE 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
  11. 11

    Denoising gravitational-wave signals from binary black holes with a dilated convolutional autoencoder by Bacon, Philippe, Trovato, Agata, Bejger, Michał

    ISSN: 2632-2153, 2632-2153
    Published: Bristol IOP Publishing 01.09.2023
    Published 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
  12. 12

    Semi-supervised underwater acoustic source localization based on residual convolutional autoencoder by Jin, Pian, Wang, Biao, Li, Lebo, Chao, Peng, Xie, Fangtong

    ISSN: 1687-6180, 1687-6172, 1687-6180
    Published: Cham Springer International Publishing 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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    Journal Article
  13. 13

    Towards Quantum Image Generation on Single Qubit using Quantum Information Bottleneck by Zhu, Yijie, Aggarwal, Vaneet, Konar, Debanjan, Pashkin, Yuri, Angelov, Plamen, Jiang, Richard

    ISSN: 2691-4581, 2691-4581
    Published: IEEE 2025
    “…: Quantum Convolutional Variational Autoencoders (QCVAE), designed to operate with only a single qubit…”
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    Journal Article
  14. 14

    Performance of a convolutional autoencoder designed to remove electronic noise from p-type point contact germanium detector signals by Anderson, Mark R., Basu, Vasundhara, Martin, Ryan D., Reed, Charlotte Z., Rowe, Noah J., Shafiee, Mehdi, Ye, Tianai

    ISSN: 1434-6052, 1434-6044, 1434-6052
    Published: Berlin/Heidelberg Springer Berlin Heidelberg 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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    Journal Article
  15. 15

    CAD-Skin: A Hybrid Convolutional Neural Network–Autoencoder Framework for Precise Detection and Classification of Skin Lesions and Cancer by Khan, Abdullah, Sajid, Muhammad Zaheer, Khan, Nauman Ali, Youssef, Ayman, Abbas, Qaisar

    ISSN: 2306-5354, 2306-5354
    Published: Switzerland MDPI AG 21.03.2025
    Published 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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    Journal Article
  16. 16

    Anomaly detection by using a combination of generative adversarial networks and convolutional autoencoders by Luo, Xukang, Jiang, Ying, Wang, Enqiang, Men, Xinlei

    ISSN: 1687-6180, 1687-6172, 1687-6180
    Published: Cham Springer International Publishing 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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    Journal Article
  17. 17

    Feature extraction and classification of heart sound using 1D convolutional neural networks by Li, Fen, Liu, Ming, Zhao, Yuejin, Kong, Lingqin, Dong, Liquan, Liu, Xiaohua, Hui, Mei

    ISSN: 1687-6180, 1687-6172, 1687-6180
    Published: Cham Springer International Publishing 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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    Journal Article
  18. 18

    Lorentz group equivariant autoencoders by Hao, Zichun, Kansal, Raghav, Duarte, Javier, Chernyavskaya, Nadezda

    ISSN: 1434-6052, 1434-6044, 1434-6052
    Published: Berlin/Heidelberg Springer Berlin Heidelberg 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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    Journal Article
  19. 19

    Multi source heterogeneous data diagnosis method of rotating machinery based on parameter collaborative optimization of multi-scale convolutional autoencoder by Yang, Xiaoli

    ISSN: 1392-8716, 2538-8460
    Published: 28.10.2025
    Published 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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    Journal Article
  20. 20

    Convolutional Machine Learning Method for Accelerating Nonequilibrium Green's Function Simulations in Nanosheet Transistor by Aleksandrov, Preslav, Rezaei, Ali, Dutta, Tapas, Xeni, Nikolas, Asenov, Asen, Georgiev, Vihar

    ISSN: 0018-9383, 1557-9646
    Published: New York IEEE 01.10.2023
    Published 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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    Journal Article