Search Results - "Convolutional encoder-decoder"

Bayesian deep convolutional encoder–decoder networks for surrogate modeling and uncertainty quantification by Zhu, Yinhao, Zabaras, Nicholas

“…We are interested in the development of surrogate models for uncertainty quantification and propagation in problems governed by stochastic PDEs using a deep convolutional encoder…”
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SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation by Badrinarayanan, Vijay, Kendall, Alex, Cipolla, Roberto

“…We present a novel and practical deep fully convolutional neural network architecture for semantic pixel-wise segmentation termed SegNet. This core trainable…”
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Deep Convolutional Encoder‐Decoder Networks for Uncertainty Quantification of Dynamic Multiphase Flow in Heterogeneous Media by Mo, Shaoxing, Zhu, Yinhao, Zabaras, Nicholas, Shi, Xiaoqing, Wu, Jichun

“… In this paper, we propose a deep convolutional encoder‐decoder neural network methodology to tackle these issues…”
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Elastic Full Waveform Inversion using a Physics guided deep convolutional encoder-decoder by Dhara, Arnab, Sen, Mrinal K.

“… We extend our physics guided deep convolutional encoder-decoder network to the problem of multiparameter elastic full waveform inversion…”
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Vision-Based Autonomous Crack Detection of Concrete Structures Using a Fully Convolutional Encoder–Decoder Network by Islam, M. M. Manjurul, Kim, Jong-Myon

“…The visual inspection of massive civil infrastructure is a common trend for maintaining its reliability and structural health. However, this procedure, which…”
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Electromagnetic Source Imaging via a Data-Synthesis-Based Convolutional Encoder-Decoder Network by Huang, Gexin, Liu, Ke, Liang, Jiawen, Cai, Chang, Gu, Zheng Hui, Qi, Feifei, Li, Yuanqing, Yu, Zhu Liang, Wu, Wei

“… To overcome this limitation, in this article, a novel data-synthesized spatiotemporally convolutional encoder-decoder network (DST-CedNet…”
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3-D Convolutional Encoder-Decoder Network for Low-Dose CT via Transfer Learning From a 2-D Trained Network by Shan, Hongming, Zhang, Yi, Yang, Qingsong, Kruger, Uwe, Kalra, Mannudeep K., Sun, Ling, Cong, Wenxiang, Wang, Ge

“…) and generative adversarial network (GAN) architectures. This paper introduces a conveying path-based convolutional encoder-decoder (CPCE…”
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Object Contour Detection with a Fully Convolutional Encoder-Decoder Network by Jimei Yang, Price, Brian, Cohen, Scott, Honglak Lee, Ming-Hsuan Yang

“…We develop a deep learning algorithm for contour detection with a fully convolutional encoder-decoder network…”
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Enhanced Deep Learning Approach Based on the Deep Convolutional Encoder-Decoder Architecture for Electromagnetic Inverse Scattering Problems by Yao, He Ming, Jiang, Lijun, Sha, Wei E. I.

“…This letter proposes a novel deep learning (DL) approach to resolve the electromagnetic inverse scattering (EMIS) problems. The conventional approaches of…”
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Anomaly Detection and Segmentation for Wafer Defect Patterns Using Deep Convolutional Encoder-Decoder Neural Network Architectures in Semiconductor Manufacturing by Nakazawa, Takeshi, Kulkarni, Deepak V.

“… We present a method for detecting and segmenting abnormal wafer map defect patterns using deep convolutional encoder-decoder neural network architectures…”
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Learning Semantic Graphics Using Convolutional Encoder–Decoder Network for Autonomous Weeding in Paddy by Adhikari, Shyam Prasad, Yang, Heechan, Kim, Hyongsuk

“…Weeds in agricultural farms are aggressive growers which compete for nutrition and other resources with the crop and reduce production. The increasing use of…”
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Multifidelity data fusion in convolutional encoder/decoder networks by Partin, Lauren, Geraci, Gianluca, Rushdi, Ahmad A., Eldred, Michael S., Schiavazzi, Daniele E.

“…We analyze the regression accuracy of convolutional neural networks assembled from encoders, decoders and skip connections and trained with multifidelity data…”
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A Deep Convolutional Encoder–Decoder–Restorer Architecture for Image Deblurring by Fan, Yiqing, Hong, Chaoqun, Zeng, Guanghui, Liu, Lijuan

“… However, a single-stage network cannot capture multi-scale information well. To tackle the problem, a novel convolutional encoder–decoder…”
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CNNFOIL: convolutional encoder decoder modeling for pressure fields around airfoils by Duru, Cihat, Alemdar, Hande, Baran, Özgür Uğraş

“…In this study, we propose an encoder–decoder convolutional neural network-based approach for estimating the pressure field around an airfoil. The developed…”
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Denoising Raman spectra using fully convolutional encoder–decoder network by Loc, Irem, Kecoglu, Ibrahim, Unlu, Mehmet Burcin, Parlatan, Ugur

“… × lower exposure times. In this work, we developed fully convolutional encoder‐decoder architecture (FCED…”
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PixISegNet: pixel-level iris segmentation network using convolutional encoder–decoder with stacked hourglass bottleneck by Jha, Ranjeet Ranjan, Jaswal, Gaurav, Gupta, Divij, Saini, Shreshth, Nigam, Aditya

“…In this paper, we present a new iris ROI segmentation algorithm using a deep convolutional neural network (NN) to achieve the state-of-the-art segmentation…”
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Segmentation of breast anatomy for automated whole breast ultrasound images with boundary regularized convolutional encoder–decoder network by Lei, Baiying, Huang, Shan, Li, Ran, Bian, Cheng, Li, Hang, Chou, Yi-Hong, Cheng, Jie-Zhi

“…) images is a very challenging task. A boundary regularized deep convolutional encoder–decoder network (ConvEDNet) is proposed here to address this challenge…”
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PEDSA: High-Throughput Pipeline-Based FPGA Accelerator for Convolutional Encoder-Decoder Segmentation Networks by Jiang, Yuxian, Li, Zhan, Zhang, Zhihan, Wang, Hao, Chang, Sheng

“…In the era of artificial intelligence (AI), rapidly growing data and computing demands stimulate a shift toward more intelligent processing at the edge in the…”
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Convolutional encoder–decoder networks for pixel-wise ear detection and segmentation by Emeršič, Žiga, Gabriel, Luka L, Štruc, Vitomir, Peer, Peter

“… if applied on ear images captured in unconstrained settings. To address these shortcomings, we present a novel ear detection technique based on convolutional encoder-decoder networks (CEDs…”
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Solving Electromagnetic Inverse Scattering Problems in Inhomogeneous Media by Deep Convolutional Encoder-Decoder Structure by Zhang, Huan Huan, Yao, He Ming, Jiang, Lijun, Ng, Michael

“…), which comprise the deep convolutional encoder-decoder (DCED) structure. Its training data are collected based on the simple synthetic dataset…”
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