Search Results - "conditional variational autoencoder"
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Sensing anomaly of photovoltaic systems with sequential conditional variational autoencoder
ISSN: 0306-2619Published: 01.01.2024Published in Applied energy (01.01.2024)“… This study proposes the Sequential Conditional Variational Autoencoder (SCVAE), which can cope with the sequential impacts of the environment on PV…”
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Generation of 12-Lead Electrocardiogram with Subject-Specific, Image-Derived Characteristics Using a Conditional Variational Autoencoder
ISSN: 1945-8452Published: IEEE 28.03.2022Published in Proceedings (International Symposium on Biomedical Imaging) (28.03.2022)“…). Among these, deep generative models have shown their ability in ECG generation. In this paper, we propose a conditional variational autoencoder (cVAE…”
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Conference Proceeding -
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Learning a Probabilistic Model for Diffeomorphic Registration
ISSN: 0278-0062, 1558-254X, 1558-254XPublished: United States IEEE 01.09.2019Published in IEEE transactions on medical imaging (01.09.2019)“… image. Our unsupervised method is based on the variational inference. In particular, we use a conditional variational autoencoder network and constrain transformations to be symmetric…”
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Brain fingerprinting and cognitive behavior predicting using functional connectome of high inter-subject variability
ISSN: 1053-8119, 1095-9572, 1095-9572Published: United States Elsevier Inc 15.07.2024Published in NeuroImage (Orlando, Fla.) (15.07.2024)“…•High inter-subject variability for brain fingerprinting and cognitive behavior predicting…”
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Spherical Image Generation From a Few Normal-Field-of-View Images by Considering Scene Symmetry
ISSN: 0162-8828, 1939-3539, 1939-3539, 2160-9292Published: United States IEEE 01.05.2023Published in IEEE Transactions on Pattern Analysis and Machine Intelligence (01.05.2023)“…Spherical images taken in all directions (360 degrees by 180 degrees) can represent an entire space including the subject, providing free direction viewing and an immersive experience to viewers…”
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A deep learning-based pipeline for developing multi-rib shape generative model with populational percentiles or anthropometrics as predictors
ISSN: 0895-6111, 1879-0771, 1879-0771Published: United States Elsevier Ltd 01.07.2024Published in Computerized medical imaging and graphics (01.07.2024)“…Rib cross-sectional shapes (characterized by the outer contour and cortical bone thickness) affect the rib mechanical response under impact loading, thereby…”
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Learning a Generative Motion Model From Image Sequences Based on a Latent Motion Matrix
ISSN: 0278-0062, 1558-254X, 1558-254XPublished: United States IEEE 01.05.2021Published in IEEE transactions on medical imaging (01.05.2021)“… allowing for faster data acquisition and data augmentation. More precisely, the motion matrix allows to transport the recovered motion from one subject to another…”
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Heartbeat detection and personal authentication using a 60 GHz Doppler sensor
ISSN: 2673-253X, 2673-253XPublished: Switzerland Frontiers Media S.A 21.08.2025Published in Frontiers in digital health (21.08.2025)“… We proposed a method for authenticating and identifying heartbeat signals through supervised learning using a conditional variational autoencoder (CVAE). A 60…”
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Individualizing Head-Related Transfer Functions for Binaural Acoustic Applications
Published: IEEE 01.05.2022Published in 2022 21st ACM/IEEE International Conference on Information Processing in Sensor Networks (IPSN) (01.05.2022)“… Accurate estimations of HRTFs for human subjects are crucial in enabling binaural acoustic applications such as sound localization and 3D sound spatialization…”
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Conference Proceeding -
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3D High-Resolution Cardiac Segmentation Reconstruction From 2D Views Using Conditional Variational Autoencoders
ISSN: 1945-8452Published: IEEE 01.04.2019Published in Proceedings (International Symposium on Biomedical Imaging) (01.04.2019)“… To address this, we propose a conditional variational autoencoder architecture able to learn a generative model of 3D high-resolution left ventricular (LV…”
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Conference Proceeding -
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Attacks on state-of-the-art face recognition using attentional adversarial attack generative network
ISSN: 1380-7501, 1573-7721Published: New York Springer US 01.01.2021Published in Multimedia tools and applications (01.01.2021)“… Therefore, it is very important to study how face recognition networks are subject to attacks…”
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Conditional VAE for personalized neurofeedback in cognitive training
ISSN: 1932-6203, 1932-6203Published: United States Public Library of Science 31.10.2025Published in PloS one (31.10.2025)“… In this work, we explore the use of a Conditional Variational Autoencoder (CVAE) that injects a binary health label…”
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AI-Based Localized Latent Neural Representations of Acute and Chronic Pain in Rats
ISSN: 2168-2194, 2168-2208, 2168-2208Published: United States IEEE 03.11.2025Published in IEEE journal of biomedical and health informatics (03.11.2025)“…Chronic pain is a widespread phenomenon affecting over 21% of the United States population. Despite the significant impact of pain on a patient's quality of…”
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Deep conditional generative model for personalization of 12-lead electrocardiograms and cardiovascular risk prediction
ISSN: 2673-253X, 2673-253XPublished: Switzerland Frontiers Media S.A 16.04.2025Published in Frontiers in digital health (16.04.2025)“… We propose a conditional Variational Autoencoder (cVAE) framework to generate realistic, subject-specific 12-lead ECGs…”
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Journal Article -
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3D High-Resolution Cardiac Segmentation Reconstruction from 2D Views using Conditional Variational Autoencoders
ISSN: 2331-8422Published: Ithaca Cornell University Library, arXiv.org 28.02.2019Published in arXiv.org (28.02.2019)“… To address this, we propose a conditional variational autoencoder architecture able to learn a generative model of 3D high-resolution left ventricular (LV…”
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Paper -
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Classification of EEG Signal Using Deep Learning Architectures Based Motor-Imagery for an Upper-Limb Rehabilitation Exoskeleton
ISSN: 2661-8907, 2662-995X, 2661-8907Published: Singapore Springer Nature Singapore 01.03.2025Published in SN computer science (01.03.2025)“… Three different methods, including noise injection (NI), conditional variational autoencoder (cVAE…”
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Journal Article -
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Transfer Learning in Brain-Computer Interfaces with Adversarial Variational Autoencoders
ISSN: 1948-3554Published: IEEE 01.03.2019Published in International IEEE/EMBS Conference on Neural Engineering (Online) (01.03.2019)“…). The proposed approach aims to learn subject-invariant representations by simultaneously training a conditional variational autoencoder (cVAE…”
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Conference Proceeding -
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DeepComBat: A Statistically Motivated, Hyperparameter-Robust, Deep Learning Approach to Harmonization of Neuroimaging Data
ISSN: 2692-8205, 2692-8205Published: United States Cold Spring Harbor Laboratory 24.04.2023Published in bioRxiv (24.04.2023)“…Neuroimaging data from multiple batches (i.e. acquisition sites, scanner manufacturer, datasets, etc.) are increasingly necessary to gain new insights into the…”
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Journal Article Paper -
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DEGAS: Detailed Expressions on Full-Body Gaussian Avatars
ISSN: 2475-7888Published: IEEE 25.03.2025Published in Proceedings (International Conference on 3D Vision. Online) 3DV (25.03.2025)“… Trained on multiview videos of a given subject, our method learns a conditional variational autoencoder that takes both the body motion and facial expression as driving signals to generate Gaussian…”
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Conference Proceeding -
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Toward Robust Stress Detection Using Real-World Data and Multimodal Learning
ISBN: 9798315731573Published: ProQuest Dissertations & Theses 01.01.2025“…Predicting subjective human affect like stress from sensors poses significant machine learning challenges, especially when aiming for robust generalization in…”
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