Search Results - Multi-scale convolutional autoencoder
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Convolutional variational autoencoder and multi-scale attention convolutional neural network based diagnostics on filament current sensors for mass spectrometers
ISSN: 0952-1976Published: Elsevier Ltd 01.12.2024Published in Engineering applications of artificial intelligence (01.12.2024)“… of the filament current sensor when the fault samples are insufficient. The improved convolutional variational autoencoder (CVAE…”
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Vessel Trajectory Anomaly Detection Based on Multi-scale Convolutional Autoencoder
ISSN: 0029-8018Published: Elsevier Ltd 15.01.2026Published in Ocean engineering (15.01.2026)“… To address these issues, a method of vessel trajectory anomaly detection based on Multi-scale Convolutional Autoencoder (MCAE…”
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Automatic Fabric Defect Detection with a Multi-Scale Convolutional Denoising Autoencoder Network Model
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 02.04.2018Published in Sensors (Basel, Switzerland) (02.04.2018)“… This approach is used to reconstruct image patches with a convolutional denoising autoencoder network at multiple Gaussian pyramid levels and to synthesize detection results from the corresponding resolution channels…”
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An optimized multi-scale convolutional autoencoder for efficient abnormal event detection using rgb, depth and optical flow data
ISSN: 1573-7721, 1380-7501, 1573-7721Published: New York Springer US 01.08.2025Published in Multimedia tools and applications (01.08.2025)“… contributing to enhanced security measures in public spaces. The proposed framework utilizes a Multiscale Convolutional Autoencoder (MSCAE…”
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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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GPR B-Scan Image Denoising via Multi-Scale Convolutional Autoencoder with Data Augmentation
ISSN: 2079-9292, 2079-9292Published: Basel MDPI AG 01.06.2021Published in Electronics (Basel) (01.06.2021)“… This paper proposes a multi-scale convolutional autoencoder (MCAE) to denoise GPR data. At the same time, to solve the problem of training dataset insufficiency…”
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Rolling Bearing Health Indicator Extraction and RUL Prediction Based on Multi-Scale Convolutional Autoencoder
ISSN: 2076-3417, 2076-3417Published: Basel MDPI AG 01.06.2022Published in Applied sciences (01.06.2022)“… use of sensor information. To address the above issues, this paper proposes an end-to-end HI construction method called a multi-scale convolutional autoencoder (MSCAE…”
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Colour‐patterned fabric defect detection based on an unsupervised multi‐scale U‐shaped denoising convolutional autoencoder model
ISSN: 1472-3581, 1478-4408Published: Bradford Wiley Subscription Services, Inc 01.10.2022Published in Coloration technology (01.10.2022)“…‐patterned fabric images. Second, a multi‐scale U‐shaped denoising convolutional autoencoder was modelled using defect…”
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An improved YOLOv8 model and mask convolutional autoencoder for multi-scale defect detection of ceramic tiles
ISSN: 0263-2241Published: Elsevier Ltd 15.05.2025Published in Measurement : journal of the International Measurement Confederation (15.05.2025)“…•A semi-random Mask Convolutional Autoencoder (SR-MCAE) is proposed to highlight and label defects on ceramic tile image…”
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Anomaly detection for multivariate times series through the multi-scale convolutional recurrent variational autoencoder
ISSN: 0957-4174, 1873-6793Published: Elsevier Ltd 30.11.2023Published in Expert systems with applications (30.11.2023)“…To realize the anomaly detection for industrial multi-sensor data, we develop a novel multi-scale convolutional recurrent variational autoencoder (MSCRVAE) model…”
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Slim multi-scale convolutional autoencoder-based reduced-order models for interpretable features of a complex dynamical system
ISSN: 2770-9019, 2770-9019Published: AIP Publishing LLC 01.03.2025Published in APL machine learning (01.03.2025)“… Within the context of reduced-order models, convolutional autoencoders (CAEs) pose a universally applicable alternative to conventional approaches…”
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Pansharpening based on convolutional autoencoder and multi-scale guided filter
ISSN: 1687-5281, 1687-5176, 1687-5281Published: Cham Springer International Publishing 19.07.2021Published in EURASIP journal on image and video processing (19.07.2021)“…In this paper, we propose a pansharpening method based on a convolutional autoencoder…”
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A multi-scale low rank convolutional autoencoder for process monitoring of nonlinear uncertain systems
ISSN: 0957-5820, 1744-3598Published: Elsevier Ltd 01.08.2024Published in Process safety and environmental protection (01.08.2024)“… To monitor such processes, a multi scale low-rank convolutional autoencoder (MLRCAE) for process monitoring based on uncertain measurement data is proposed…”
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A convolutional autoencoder model with weighted multi-scale attention modules for 3D skeleton-based action recognition
ISSN: 1047-3203, 1095-9076Published: Elsevier Inc 01.04.2023Published in Journal of visual communication and image representation (01.04.2023)“…The 3D skeleton sequences of action can be recognized based on series of meaningful movements including changes in the direction and geometry features of the…”
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Circular RNA-Drug Association Prediction Based on Multi-Scale Convolutional Neural Networks and Adversarial Autoencoders
ISSN: 1422-0067, 1661-6596, 1422-0067Published: Switzerland MDPI AG 11.02.2025Published in International journal of molecular sciences (11.02.2025)“… In this study, we propose a circRNA-drug association prediction method based on multi-scale convolutional neural networks (MSCNN…”
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Multi-scale asynchronous correlation and 2D convolutional autoencoder for adolescent health risk prediction with limited fMRI data
ISSN: 1662-5188, 1662-5188Published: Switzerland Frontiers Research Foundation 15.10.2024Published in Frontiers in computational neuroscience (15.10.2024)“… assessment in adolescents by employing a combination of a two-dimensional convolutional autoencoder (2DCNN-AE…”
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spaMGCN: a graph convolutional network with autoencoder for spatial domain identification using multi-scale adaptation
ISSN: 1474-760X, 1474-7596, 1474-760XPublished: London BioMed Central 10.06.2025Published in Genome Biology (10.06.2025)“… By integrating spatial transcriptomics and spatial epigenomic data through an autoencoder and a multi-scale adaptive graph convolutional network, spaMGCN outperforms baseline methods…”
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Distribution transformer mechanical faults diagnosis method incorporating cross-domain feature extraction and recognition of unknown-type faults
ISSN: 0263-2241Published: Elsevier Ltd 01.10.2024Published in Measurement : journal of the International Measurement Confederation (01.10.2024)“…•The problem of difficult selection of multi-scale convolutional kernel size in CFMS-CAE is solved using the crayfish optimization algorithm(COA…”
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Dynamic Texture Feature Extraction Based on multi-scale Convolutional Autoencoder
Published: IEEE 01.05.2021Published in 2021 4th International Conference on Intelligent Autonomous Systems (ICoIAS) (01.05.2021)“…Aiming at the difficult problem of dynamic texture feature extraction in complex scenes, this paper proposes a dynamic texture modeling method based on multi-scale convolutional autoencoder…”
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Conference Proceeding -
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IoT-based prediction model for aquaponic fish pond water quality using multiscale feature fusion with convolutional autoencoder and GRU networks
ISSN: 2045-2322, 2045-2322Published: London Nature Publishing Group UK 14.01.2025Published in Scientific reports (14.01.2025)“…The Internet of Things (IoT)-based smart solutions have been developed to predict water quality and they are becoming an increasingly important means of…”
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