Search Results - Variational Encoder-Decoder

A variational encoder–decoder approach to precise spectroscopic age estimation for large Galactic surveys by Leung, Henry W, Bovy, Jo, Mackereth, J Ted, Miglio, Andrea

“…ABSTRACT Constraints on the formation and evolution of the Milky Way Galaxy require multidimensional measurements of kinematics, abundances, and ages for a…”
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Monocular Semantic Occupancy Grid Mapping With Convolutional Variational Encoder-Decoder Networks by Chenyang Lu, van de Molengraft, Marinus Jacobus Gerardus, Dubbelman, Gijs

“… The network learns to predict four classes, as well as a camera to bird's eye view mapping. At the core, it utilizes a variational encoder-decoder network that encodes…”
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Appraisal of Resistivity Inversion Models with Convolutional Variational Encoder-Decoder Network by Wilson, Bibin, Singh, Anand, Sethi, Amit

“… This paper proposes a Variational Encoder-Decoder (VED) based network to obtain resistivity model, which maps the apparent resistivity data (input…”
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Non‐Linear Dimensionality Reduction With a Variational Encoder Decoder to Understand Convective Processes in Climate Models by Behrens, Gunnar, Beucler, Tom, Gentine, Pierre, Iglesias‐Suarez, Fernando, Pritchard, Michael, Eyring, Veronika

“… Here, we use Variational Encoder Decoder structures (VED), a non‐linear dimensionality reduction technique, to learn and understand convective processes…”
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ECGVEDNET: A Variational Encoder-Decoder Network for ECG Delineation in Morphology Variant ECGs by Chen, Long, Jiang, Zheheng, Barker, Joseph, Zhou, Huiyu, Schlindwein, Fernando, Nicolson, Will, Ng, G. Andre, Li, Xin

“… ECGVEDNET is a novel variational encoder-decoder network…”
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Uncertainty quantification for goal-oriented inverse problems via variational encoder-decoder networks by Afkham, Babak Maboudi, Chung, Julianne, Chung, Matthias

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A variational encoder–decoder approach to precise spectroscopic age estimation for large Galactic surveys by Leung, Henry W., Bovy, Jo, Mackereth, J. Ted, Miglio, Andrea

“…Constraints on the formation and evolution of the Milky Way Galaxy require multidimensional measurements of kinematics, abundances, and ages for a large…”
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The Concordance Index decomposition: A measure for a deeper understanding of survival prediction models by Alabdallah, Abdallah, Ohlsson, Mattias, Pashami, Sepideh, Rögnvaldsson, Thorsteinn

“… The usefulness of this decomposition is demonstrated through benchmark comparisons against classical models and state-of-the-art methods, together with the new variational generative neural-network-based method (SurVED…”
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Enhancing Portfolio Performance through Financial Time-Series Decomposition-Based Variational Encoder-Decoder Data Augmentation by Kalina, Bayartsetseg, Lee, Ju-Hong

“…The objective of portfolio diversification is to reduce risk and potentially enhance returns by spreading investments across different asset classes. Existing…”
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Whole Heart Segmentation Using 3D FM-Pre-ResNet Encoder–Decoder Based Architecture with Variational Autoencoder Regularization by Habijan, Marija, Galić, Irena, Leventić, Hrvoje, Romić, Krešimir

“…An accurate whole heart segmentation (WHS) on medical images, including computed tomography (CT) and magnetic resonance (MR) images, plays a crucial role in…”
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Non-Linear Dimensionality Reduction With a Variational Encoder Decoder to Understand Convective Processes in Climate Models by Behrens, Gunnar, Beucler, Tom, Gentine, Pierre, Iglesias‐Suarez, Fernando, Pritchard, Michael, Eyring, Veronika

“…Not provided…”
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Interference Motion Removal for Doppler Radar Vital Sign Detection Using Variational Encoder-Decoder Neural Network by Czerkawski, Mikolaj, Ilioudis, Christos, Clemente, Carmine, Michie, Craig, Andonovic, Ivan, Tachtatzis, Christos

“… Results show that a convolutional encoder-decoder neural network with a variational objective is capable of learning a meaningful representation space of vital sign Doppler-time distribution…”
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XLSTM-HVED: Cross-Modal Brain Tumor Segmentation and MRI Reconstruction Method Using Vision Xlstm and Heteromodal Variational Encoder-Decoder by Zhu, Shenghao, Chen, Yifei, Jiang, Shuo, Chen, Weihong, Liu, Chang, Wang, Yuanhan, Chen, Xu, Ke, Yifan, Qin, Feiwei, Wang, Changmiao, Zhu, Zhu

“… To address this issue, we introduce the XLSTM-HVED model. This model integrates a hetero-modal encoder-decoder framework with the Vision XLSTM module to reconstruct missing MRI modalities…”
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Domain knowledge-driven variational recurrent networks for drought monitoring by Zhang, Mengxue, Fernández-Torres, Miguel-Ángel, Camps-Valls, Gustau

“… To address these challenges, here we introduce a hybrid machine learning framework for time series that combines domain knowledge and observational data in a variational recurrent neural network…”
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Probabilistic Keyphrase Generation From Copy and Generating Spaces by Yao, Yu, Yang, Peng, Zhao, Guangzhen, Ge, Yanyan, Yang, Ying

“… The proposed model is built upon the vanilla variational encoder-decoder (VED) framework. On top of VED, two separate latent variables are adopted to model the distribution…”
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Can We Obtain Fine-grained Heartbeat Waveform via Contact-free RF-sensing? by Zhang, Shujie, Zheng, Tianyue, Chen, Zhe, Luo, Jun

“…Contact-free vital-signs monitoring enabled by radio frequency (RF) sensing is gaining increasing attention, thanks to its non-intrusiveness, noise-resistance,…”
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Sparse and Contractive Graph-Based Variational Encoder-Decoder with Multihead Attention for Robust Spatiotemporal Activity Recognition by Saffari, Mohsen, Singh, Yash Pratap, Khodayar, Mahdi

“… The proposed architecture effectively captures spatiotemporal correlations among sensory data from different body parts and introduces a novel encoder-decoder generative framework to extract task…”
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Variational mode decomposition coupled LSTM with encoder-decoder framework: an efficient method for daily streamflow forecasting by Liu, Jiadong, Xu, Teng, Lu, Chunhui, Yang, Jie, Xie, Yifan

“…Accurate daily streamflow forecasting is crucial for effective flood control and water management. Decomposition ensemble models have proven to be effective in…”
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Interference Motion Removal for Doppler Radar Vital Sign Detection Using Variational Encoder-Decoder Neural Network by Czerkawski, Mikolaj, Ilioudis, Christos, Clemente, Carmine, Michie, Craig, Andonovic, Ivan, Tachtatzis, Christos

“… Results show that a convolutional encoder-decoder neural network with a variational objective is capable of learning a meaningful representation space of vital sign Doppler-time distribution…”
Get full text

A variational encoder-decoder approach to precise spectroscopic age estimation for large Galactic surveys by Leung, Henry W, Bovy, Jo, Mackereth, J Ted, Miglio, Andrea

“…Constraints on the formation and evolution of the Milky Way Galaxy require multi-dimensional measurements of kinematics, abundances, and ages for a large…”
Get full text