Výsledky vyhledávání - Deep encoder–decoder architecture

Enhanced Deep Learning Approach Based on the Deep Convolutional Encoder-Decoder Architecture for Electromagnetic Inverse Scattering Problems Autor 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…”
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Implementing the Fast Full Wave Electromagnetic Forward Solver Using the Deep Convolutional Encoder-Decoder Architecture Autor Yao, He Ming, Jiang, Lijun, Ng, Michael

“…In this paper, a novel deep learning (DL) based solver is proposed for the electromagnetic forward (EMF) process…”
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Opinion-unaware blind picture quality measurement using deep encoder–decoder architecture Autor 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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DSLSTM: a deep convolutional encoder–decoder architecture for abnormality detection in video surveillance Autor Roka, Sanjay, Diwakar, Manoj

“… This paper proposes a novel two-stream spatial and temporal architecture called Deep Stacked LSTM (DSLSTM…”
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SegNet: A Deep Convolutional Encoder-Decoder Architecture for Image Segmentation Autor 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…”
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A Deep Convolutional Encoder–Decoder–Restorer Architecture for Image Deblurring Autor 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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NL-CoWNet: A Deep Convolutional Encoder-Decoder Architecture for OCT Speckle Elimination Using Nonlocal and Subband Modulated DT-CWT Blocks Autor Arun, P. S., Francis, Bibin, Gopi, Varun P.

“… This article presents a novel deep convolutional encoder-decoder framework called NL-CoWNet for speckle elimination in OCT images…”
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Anomaly Detection and Segmentation for Wafer Defect Patterns Using Deep Convolutional Encoder-Decoder Neural Network Architectures in Semiconductor Manufacturing Autor 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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Benchmark of Deep Encoder-Decoder Architectures for Head and Neck Tumor Segmentation in Magnetic Resonance Images: Contribution to the HNTSMRG Challenge Autor Wodzinski, Marek

“… So far, the segmentation was often performed manually by experienced radiologists, however, recent advances in deep learning-based segmentation suggest that it may be possible to perform the segmentation automatically…”
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A deep convolutional encoder-decoder architecture for autonomous fault detection of PV plants using multi-copters Autor Moradi Sizkouhi, Amirmohammad, Aghaei, Mohammadreza, Esmailifar, Sayyed Majid

“…•Feature extraction and up-sampling to pixel level output through a developed encoder-decoder network…”
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Automatic Polyp Segmentation in Colonoscopy Images Using a Modified Deep Convolutional Encoder-Decoder Architecture Autor Eu, Chin Yii, Tang, Tong Boon, Lin, Cheng-Hung, Lee, Lok Hua, Lu, Cheng-Kai

“…Colorectal cancer has become the third most commonly diagnosed form of cancer, and has the second highest fatality rate of cancers worldwide. Currently,…”
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Building extraction from VHR remote sensing imagery by combining an improved deep convolutional encoder-decoder architecture and historical land use vector map Autor Feng, Wenqing, Sui, Haigang, Hua, Li, Xu, Chuan, Ma, Guorui, Huang, Weiming

“… In this paper, we present an enhanced deep convolutional encoder-decoder (DCED) network by incorporating historical land use vector maps (HVMs…”
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DiSegNet: A deep dilated convolutional encoder-decoder architecture for lymph node segmentation on PET/CT images Autor Xu, Guoping, Cao, Hanqiang, Udupa, Jayaram K., Tong, Yubing, Torigian, Drew A.

“…•A multi-stage Atrous spatial pyramid pooling (MS-ASPP) sub-module that can be integrated into the SegNet architecture to improve the semantically accurate…”
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Single Image Haze Removal Based on transmission map estimation using Encoder-Decoder based deep learning architecture Autor Satrasupalli, Sivaji, Daniel, Ebenezer, Guntur, Sitaramanjaneya Reddy

“… In this paper, we proposed a learning-based Encoder-Decoder deep learning architecture for transmission map estimation…”
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Architecture of Deep Convolutional Encoder-Decoder Networks for Building Footprint Semantic Segmentation Autor Norelyaqine, Abderrahim, Azmi, Rida, Saadane, Abderrahim

“… Automatic object extraction from high-resolution images has been achieved using semantic segmentation and deep learning models, which have become increasingly important in recent years…”
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Empirical autopsy of deep video captioning encoder-decoder architecture Autor Aafaq, Nayyer, Akhtar, Naveed, Liu, Wei, Mian, Ajmal

“…Contemporary deep learning based video captioning methods adopt encoder-decoder framework…”
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Sequential Fault Detection and Classification in Chemical Process Using a Deep Convolutional Encoder-Decoder Architecture Based on System Dynamics Autor Wang, Qiao, Luo, Lin

“…In this paper, we propose a high-level spatiotemporal feature extraction based on deep convolutional bidirectional encoder-decoder representation network with gated recurrent unit (GRU…”
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Deep learning with encoder-decoder architecture for exchange currency rates model predictions Autor Andrijasa, M F

“… Therefore, government needs an analysis tool for modelling the rate prediction. Our previous study emerged that using deep learning method with encoder-decoder…”
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High-Resolution Encoder-Decoder Networks for Low-Contrast Medical Image Segmentation Autor Zhou, Sihang, Nie, Dong, Adeli, Ehsan, Yin, Jianping, Lian, Jun, Shen, Dinggang

“… segmentation, mainly based on the skip-connection-linked encoder-decoder deep architectures. However, in many applications…”
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Deep encoder–decoder-NN: A deep learning-based autonomous vehicle trajectory prediction and correction model Autor Hui, Fei, Wei, Cheng, ShangGuan, Wei, Ando, Ryosuke, Fang, Shan

“…–decoder and a deep neural network (DNN). One modification included introducing an attention mechanism into the traditional encoder–decoder framework…”
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