Search Results - "convolutional denoising autoencoder"
-
1
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…”
Get full text
Journal Article -
2
Galaxy Model Subtraction with a Convolutional Denoising Autoencoder
ISSN: 0004-637X, 1538-4357, 1538-4357Published: Philadelphia The American Astronomical Society 01.12.2025Published in The Astrophysical journal (01.12.2025)“… We build a convolutional denoising autoencoder (DAE) for galaxy model subtraction: images are compressed to a latent representation and reconstructed to yield the smooth galaxy, suppressing other objects…”
Get full text
Journal Article -
3
Attention-Based Convolutional Denoising Autoencoder for Two-Lead ECG Denoising and Arrhythmia Classification
ISSN: 0018-9456, 1557-9662Published: New York IEEE 2022Published in IEEE transactions on instrumentation and measurement (2022)“… To achieve this, a novel attention-based convolutional denoising autoencoder (ACDAE) model is proposed that utilizes a skip-layer and attention module for reliable reconstruction of ECG signals from extreme noise conditions…”
Get full text
Journal Article -
4
Robust Feature Extraction for Geochemical Anomaly Recognition Using a Stacked Convolutional Denoising Autoencoder
ISSN: 1874-8961, 1874-8953Published: Berlin/Heidelberg Springer Berlin Heidelberg 01.04.2022Published in Mathematical geosciences (01.04.2022)“… Our approach adopted a stacked convolutional denoising autoencoder (SCDAE) to extract robust features and decreased the level of sensitivity to partially corrupted data, that is, input data that are partially missing…”
Get full text
Journal Article -
5
Signal‐to‐noise ratio enhancement for Raman spectra based on optimized Raman spectrometer and convolutional denoising autoencoder
ISSN: 0377-0486, 1097-4555Published: Bognor Regis Wiley Subscription Services, Inc 01.04.2021Published in Journal of Raman spectroscopy (01.04.2021)“…‐the‐shelf cylindrical lens. On the other side of the algorithm, a relevant automatic denoising method of convolutional denoising autoencoder (CDAE…”
Get full text
Journal Article -
6
Elimination of Random Mixed Noise in ECG Using Convolutional Denoising Autoencoder With Transformer Encoder
ISSN: 2168-2194, 2168-2208, 2168-2208Published: United States IEEE 01.04.2024Published in IEEE journal of biomedical and health informatics (01.04.2024)“… To suppress random mixed noise (RMN) in ECG with less distortion, we propose a Transformer-based Convolutional Denoising AutoEncoder model (TCDAE) in this study…”
Get full text
Journal Article -
7
Separating the EoR signal with a convolutional denoising autoencoder: a deep-learning-based method
ISSN: 0035-8711, 1365-2966Published: Oxford University Press 11.05.2019Published in Monthly notices of the Royal Astronomical Society (11.05.2019)“… of interferometers, will generate significant fluctuations along the frequency dimension. To address this issue, we propose a novel deep-learning-based method that uses a nine-layer convolutional denoising autoencoder (CDAE…”
Get full text
Journal Article -
8
A novel dimensionality reduction approach for ECG signal via convolutional denoising autoencoder with LSTM
ISSN: 1746-8094, 1746-8108Published: Elsevier Ltd 01.01.2021Published in Biomedical signal processing and control (01.01.2021)“…•Compressing the signal before transmission can reduce the signal transmission cost in wearable technology.•Reduced transmission time can increase the battery…”
Get full text
Journal Article -
9
Assessment of flame stability through a convolutional denoising autoencoder and statistical analysis
ISSN: 0010-2180Published: Elsevier Inc 01.12.2023Published in Combustion and flame (01.12.2023)“… In this method, the deep image features are extracted by an unsupervised convolutional denoising autoencoder (CDAE…”
Get full text
Journal Article -
10
Conditioned fully convolutional denoising autoencoder for multi-target NILM
ISSN: 0941-0643, 1433-3058, 1433-3058Published: London Springer London 01.06.2025Published in Neural computing & applications (01.06.2025)“… This study assesses a conditioned deep neural network built upon a Fully Convolutional Denoising AutoEncoder (FCNdAE…”
Get full text
Journal Article -
11
Noise Reduction in Photoplethysmography Signals using a Convolutional Denoising Autoencoder with Unconventional Training Scheme
ISSN: 0018-9294, 1558-2531, 1558-2531Published: United States IEEE 01.02.2024Published in IEEE transactions on biomedical engineering (01.02.2024)“…Objective : We propose an efficient approach based on a convolutional denoising autoencoder (CDA…”
Get full text
Journal Article -
12
Terahertz spectra reconstructed using convolutional denoising autoencoder for identification of rice grains infested with Sitophilus oryzae at different growth stages
ISSN: 1386-1425, 1873-3557, 1873-3557Published: England Elsevier B.V 15.04.2024Published in Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy (15.04.2024)“… Then, the convolutional denoising autoencoder (CDAE) was used to reconstruct THz spectra to reduce…”
Get full text
Journal Article -
13
Radar Signal Intra-Pulse Modulation Recognition Based on Convolutional Denoising Autoencoder and Deep Convolutional Neural Network
ISSN: 2169-3536, 2169-3536Published: Piscataway IEEE 2019Published in IEEE access (2019)“… A radar signal intra-pulse modulation recognition method based on convolutional denoising autoencoder (CDAE…”
Get full text
Journal Article -
14
Feature learning using convolutional denoising autoencoder for activity recognition
ISSN: 0941-0643, 1433-3058Published: London Springer London 01.09.2021Published in Neural computing & applications (01.09.2021)“… Specifically, the proposed method jointly trains a convolutional denoising autoencoder with a convolutional neural network to learn the underlying features and produces a compact feature representation of the data…”
Get full text
Journal Article -
15
An Efficient Convolutional Denoising Autoencoder-Based BDS NLOS Detection Method in Urban Forest Environments
ISSN: 1424-8220, 1424-8220Published: Switzerland MDPI AG 19.03.2024Published in Sensors (Basel, Switzerland) (19.03.2024)“…The BeiDou Navigation Satellite System (BDS) provides real-time absolute location services to users around the world and plays a key role in the rapidly…”
Get full text
Journal Article -
16
TumorAwareNet: Deep representation learning with attention based sparse convolutional denoising autoencoder for brain tumor recognition
ISSN: 1573-7721, 1380-7501, 1573-7721Published: New York Springer US 01.03.2024Published in Multimedia tools and applications (01.03.2024)“…) images suitable for effective tumor recognition. The proposed model employs a Sparse Convolutional Denoising Autoencoder (SCDA…”
Get full text
Journal Article -
17
Fault Diagnosis of Rolling Bearings Based on a Residual Dilated Pyramid Network and Full Convolutional Denoising Autoencoder
ISSN: 1424-8220, 1424-8220Published: Basel MDPI AG 09.10.2020Published in Sensors (Basel, Switzerland) (09.10.2020)“… diagnosis methods deteriorate sharply. In this regard, this paper proposes a new intelligent diagnosis algorithm for rolling bearing faults based on a residual dilated pyramid network and full convolutional denoising autoencoder (RDPN-FCDAE…”
Get full text
Journal Article -
18
Overcomplete graph convolutional denoising autoencoder for noisy skeleton action recognition
ISSN: 1751-9659, 1751-9667Published: Wiley 01.01.2024Published in IET image processing (01.01.2024)“… In this work, an overcomplete Graph Convolutional Denoising Autoencoder (GCDAE) is proposed which can act as a flexible preprocessing module for pretrained recognition backbones and improve their robustness…”
Get full text
Journal Article -
19
Fault Diagnosis of Rolling Bearing Using Convolutional Denoising Autoencoder and Siamese Neural Network With Small Sample
ISSN: 2327-4662, 2327-4662Published: Piscataway IEEE 01.03.2025Published in IEEE internet of things journal (01.03.2025)“…) the scarcity of fault data for effective diagnostic tasks in practical scenarios. To address these issues, this article proposes a novel method termed convolutional denoising autoencoder and siamese neural network (CDAE-SNN…”
Get full text
Journal Article -
20
Temporal convolutional denoising autoencoder network for air pollution prediction with missing values
ISSN: 2212-0955, 2212-0955Published: Elsevier B.V 01.07.2021Published in Urban climate (01.07.2021)“… These issues make air quality models more complex and challenging to introspect. So, we developed Temporal Convolutional Denoising Autoencoder (TCDA…”
Get full text
Journal Article