Search Results - "encoder–decoder"

Dual encoder–decoder-based deep polyp segmentation network for colonoscopy images by Lewis, John, Cha, Young-Jin, Kim, Jongho

“… However, the method itself is labor intensive and is subject to human error. With the advent of deep learning-based methodologies, and specifically convolutional…”
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Deep Encoder–Decoder Network-Based Wildfire Segmentation Using Drone Images in Real-Time by Muksimova, Shakhnoza, Mardieva, Sevara, Cho, Young-Im

“… Unmanned aerial vehicles (UAVs) have become the subject of active research in recent years…”
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Deep residual inception encoder‐decoder network for amyloid PET harmonization by Shah, Jay, Gao, Fei, Li, Baoxin, Ghisays, Valentina, Luo, Ji, Chen, Yinghua, Lee, Wendy, Zhou, Yuxiang, Benzinger, Tammie L.S., Reiman, Eric M., Chen, Kewei, Su, Yi, Wu, Teresa

“… We accordingly developed and validated a deep learning model as a harmonization strategy. Method A Residual Inception Encoder…”
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Noise reduction in X-ray photon correlation spectroscopy with convolutional neural networks encoder–decoder models by Konstantinova, Tatiana, Wiegart, Lutz, Rakitin, Maksim, DeGennaro, Anthony M., Barbour, Andi M.

“… We propose a computational approach for improving the signal-to-noise ratio in two-time correlation functions that is based on convolutional neural network encoder–decoder (CNN-ED) models…”
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Evaluation of Diffusion Lesion Volume Measurements in Acute Ischemic Stroke Using Encoder-Decoder Convolutional Network by Kim, Yoon-Chul, Lee, Ji-Eun, Yu, Inwu, Song, Ha-Na, Baek, In-Young, Seong, Joon-Kyung, Jeong, Han-Gil, Kim, Beom Joon, Nam, Hyo Suk, Chung, Jong-Won, Bang, Oh Young, Kim, Gyeong-Moon, Seo, Woo-Keun

“… Methods- U-net, an encoder-decoder convolutional neural network, was adopted to train segmentation models…”
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Pedestrian Trajectory Prediction in Heterogeneous Traffic Using Pose Keypoints-Based Convolutional Encoder-Decoder Network by Chen, Kai, Song, Xiao, Ren, Xiaoxiang

“… To fulfill this, an end-to-end pose keypoints-based convolutional encoder-decoder network (PK-CEN) is designed, in which the heterogeneous traffic and pose keypoints are modeled as input…”
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Turning brain MRI into diagnostic PET: 15O-water PET CBF synthesis from multi-contrast MRI via attention-based encoder–decoder networks by Hussein, Ramy, Shin, David, Zhao, Moss Y., Guo, Jia, Davidzon, Guido, Steinberg, Gary, Moseley, Michael, Zaharchuk, Greg

“… This study presents a convolutional encoder–decoder network with attention mechanisms to predict the gold-standard 15O-water PET CBF from multi-contrast MRI scans, thus eliminating the need for radioactive tracers…”
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Encoder–Decoder Structure Fusing Depth Information for Outdoor Semantic Segmentation by Chen, Songnan, Tang, Mengxia, Dong, Ruifang, Kan, Jiangming

“…The semantic segmentation of outdoor images is the cornerstone of scene understanding and plays a crucial role in the autonomous navigation of robots. Although…”
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Effective encoder-decoder network for pupil light reflex segmentation in facial photographs of ptosis patients by Lee, Sanghyuck, Song, Taekyung, Lee, Jeong Kyu, Lee, Jaesung

“… This study introduces a novel encoder-decoder network specialized in reflex segmentation by focusing on addressing issues related to very small regions of interest from an architectural perspective…”
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Fully Convolutional Encoder-Decoder With an Attention Mechanism for Practical Pedestrian Trajectory Prediction by Chen, Kai, Song, Xiao, Yuan, Haitao, Ren, Xiaoxiang

“…: a) Most of them rely on manual annotations to obtain information about the environment surrounding the subject pedestrian, which limits practical applications; b…”
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The exploration of a Temporal Convolutional Network combined with Encoder-Decoder framework for runoff forecasting by Lin, Kangling, Sheng, Sheng, Zhou, Yanlai, Liu, Feng, Li, Zhiyu, Chen, Hua, Xu, Chong-Yu, Chen, Jie, Guo, Shenglian

“…The Temporal Convolutional Network (TCN) and TCN combined with the Encoder-Decoder architecture (TCN-ED…”
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Encoder–decoder neural network for solving the nonlinear Fokker–Planck–Landau collision operator in XGC by Miller, M. A., Churchill, R. M., Dener, A., Chang, C. S., Munson, T., Hager, R.

“…An encoder–decoder neural network has been used to examine the possibility for acceleration of a partial integro-differential equation, the Fokker–Planck…”
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Feedback Control Over Lossy SNR-Limited Channels: Linear Encoder–Decoder–Controller Design by Dey, Subhrakanti, Chiuso, Alessandro, Schenato, Luca

“… transmitted over a finite capacity communication channel. In particular, we consider a limited capacity channel which transmits quantized data and is subject to packet losses…”
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Attention-based encoder-decoder networks for workflow recognition by Zhang, Min, Hu, Haiyang, Li, Zhongjin, Chen, Jie

“… In this paper, we propose a novel workflow recognition framework to recognize the behavior of working subjects based on the well-designed encoder-decoder structure…”
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Decoding Muscle Force From Motor Unit Firings Using Encoder-Decoder Networks by Tang, Xiao, Zhang, Xu, Chen, Maoqi, Chen, Xiang, Chen, Xun

“…Appropriate interpretation of motor unit (MU) activities after surface EMG (sEMG) decomposition is a key factor to decode motor intentions in a noninvasive and…”
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Deep Convolutional Symmetric Encoder—Decoder Neural Networks to Predict Students’ Visual Attention by Hachaj, Tomasz, Stolińska, Anna, Andrzejewska, Magdalena, Czerski, Piotr

“… of quizzes based on quiz questionnaire images. Our proposal utilizes several deep encoder–decoder symmetric schemas which are trained on a large set of saliency maps generated with eye tracking technology…”
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Enhancing the accuracy of shock advisory algorithms in automated external defibrillators during ongoing cardiopulmonary resuscitation using a deep convolutional Encoder-Decoder filtering model by Hajeb-M, Shirin, Cascella, Alicia, Valentine, Matt, Chon, K.H.

“…•We demonstrated an application of a deep convolutional encoder-decoder method in AEDs.•Results indicate continuous and accurate AED rhythm analysis without stoppage of CPR…”
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Opinion-unaware blind picture quality measurement using deep encoder–decoder architecture by Zhou, Wujie, Lin, Xinyang, Zhou, Xi, Lei, Jingsheng, Yu, Lu, Luo, Ting

“… Inspired by this, we propose a deep encoder–decoder architecture (DEDA) for opinion-unaware (OU…”
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Improving Cross-Subject Emotion Recognition Performance with an Encoder-Decoder Structure by Cui, Haowei, Shi, Hanwen, Lu, Bao-Liang, Zheng, Wei-Long

“… Therefore, we adopt an encoder-decoder…”
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Iterative Convolutional Encoder-Decoder Network with Multi-Scale Context Learning for Liver Segmentation by Zhang, Feiyan, Yan, Shuhao, Zhao, Yizhong, Gao, Yuan, Li, Zhi, Lu, Xuesong

“… In this study, a novel convolutional encoder-decoder network incorporating multi-scale context information is proposed…”
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