Search Results - "encoder decoder structure"

De-Trend First, Attend Next: A Mid-Term PV forecasting system with attention mechanism and encoder–decoder structure by Niu, Yunbo, Wang, Jianzhou, Zhang, Ziyuan, Luo, Tianrui, Liu, Jingjiang

“…Performing accurate predictions on photovoltaic power generation is a crucial factor in complementary power generation scheduling. How to resolve the problem…”
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Moving Object Detection Method via ResNet-18 With Encoder-Decoder Structure in Complex Scenes by Ou, Xianfeng, Yan, Pengcheng, Zhang, Yiming, Tu, Bing, Zhang, Guoyun, Wu, Jianhui, Li, Wujing

“… To solve this problem, a moving object detection method via ResNet-18 with encoder-decoder structure is proposed to segment moving objects from complex scenes…”
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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

“…This communication proposes a novel deep learning (DL) approach to solve electromagnetic inverse scattering (EMIS) problems in inhomogeneous media. The…”
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CloudFU-Net: A Fine-Grained Segmentation Method for Ground-Based Cloud Images Based on an Improved Encoder-Decoder Structure by Shi, Chaojun, Su, Zibo, Zhang, Ke, Xie, Xiongbin, Zheng, Xian, Lu, Qiaochu, Yang, Jiyuan

“… In this article, a fine-grained segmentation method for ground-based cloud images is proposed, which is based on an improved encoder-decoder structure named CloudFU-Net…”
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ECG_SegNet: An ECG delineation model based on the encoder-decoder structure by Liang, Xiaohong, Li, Liping, Liu, Yuanyuan, Chen, Dan, Wang, Xinpei, Hu, Shunbo, Wang, Jikuo, Zhang, Huan, Sun, Chengfa, Liu, Changchun

“… The main objective of this study is to design a delineation model based on the encoder-decoder structure to detect different heartbeat waveforms, including P-waves, QRS complexes, T-waves, and No waves (NW…”
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Self-Attention (SA)-ConvLSTM Encoder–Decoder Structure-Based Video Prediction for Dynamic Motion Estimation by Kim, Jeongdae, Choo, Hyunseung, Jeong, Jongpil

“…–decoder structure using self-attention ConvLSTM (SA-ConvLSTM), which retains…”
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Multi-task federated learning with encoder–decoder structure: enabling collaborative learning across different tasks by Zhou, Jingxuan, Bao, Weidong, Wang, Ji, Zhang, Dayu, Zhang, Xiongtao, Zhang, Yaohong

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Deep learning based source reconstruction method using asymmetric encoder–decoder​ structure and physics-induced loss by Ng, Michael, Yao, He Ming

“…). The proposed DL-based SRM employs the deep convolutional asymmetric encoder–decoder structure (DCAEDS), which only demands one-time single-frequency far-field measurement…”
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Silkworm segmentation based on encoder-decoder structure by Zhuang, Huimin, Liu, Zicheng, Dong, Jianping, Guo, Dequan, Yuan, Guoquan, Liu, Bo, Liu, Yu

“…•A redesigned encoder-decoder structure incorporating ICAM Block and KAN Block to enhance morphological feature extraction…”
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DGCN-ED: dynamic graph convolutional networks with encoder-decoder structure and its application for airborne LiDAR point classification by Chen, Yang, Xing, Yin, Li, Xiao, Gao, Wei

“…Achieving high-precision automatic classification in real-world applications for airborne laser scanning point clouds is a challenging task duo to their…”
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Use of convolutional neural networks with encoder-decoder structure for predicting the inverse operator in hydraulic tomography by Jardani, A., Vu, T.M., Fischer, P.

“…•A deep learning algorithm has been used for the approximation of the inverse operator in HT.•The algorithm is based on convolutional neural networks.•The…”
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DeepUTF: Locating transcription factor binding sites via interpretable dual-channel encoder-decoder structure by Ding, Pengju, Wang, Jianxin, He, Shiyue, Gao, Xin, Yu, Xu, Yu, Bin

“…•A novel method (DeepUTF) to predict transcription factor binding sites (TFBSs).•DeepUTF captures other relevant patterns in the transcriptional regulatory…”
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Retinal vessel image segmentation algorithm based on encoder-decoder structure by Zhai, ZhengLi, Feng, Shu, Yao, Luyao, Li, Penghui

“… A retinal vessel image segmentation algorithm based on an encoder-decoder structure is proposed…”
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Rethinking the Encoder–decoder Structure in Medical Image Segmentation from Releasing Decoder Structure by Ni, Jiajia, Mu, Wei, Pan, An, Chen, Zhengming

“…–decoder based methods. In the encoder–decoder structure, the primary goal of the decoding phase is not only to restore feature map resolution, but also to mitigate the loss of feature information incurred during the encoding phase…”
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A Novel Recurrent Encoder-Decoder Structure for Large-Scale Multi-View Stereo Reconstruction From an Open Aerial Dataset by Liu, Jin, Ji, Shunping

“…A great deal of research has demonstrated recently that multi-view stereo (MVS) matching can be solved with deep learning methods. However, these efforts were…”
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FSE-Net: Rethinking the up-sampling operation in encoder-decoder structure for retinal vessel segmentation by Ni, Jiajia, Mu, Wei, Pan, An, Chen, Zhengming

“…•We introduce the Multi-Head Feature Fusion (MFF) module, which effectively merges low-level and high-level features, streamlining encoder-decoder structure…”
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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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A classification method based on encoder‐decoder structure with paper content by Yin, Yi, Ouyang, Lin, Wu, Zhixiang, Yin, Shuifang

“… At present, there is a kind of paper classification method based on deep learning and implemented by the encoder‐decoder structure…”
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A grid-level segmentation model based on encoder-decoder structure with multi-source features for crop lodging detection by Wang, Lihui, Xiao, Huidi

“…Crop lodging assessment plays a critical role in acquiring accurate information regarding the location and area of lodging, which is essential for loss…”
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Online Mongolian Handwriting Recognition Based on Encoder–Decoder Structure with Language Model by Fan, Daoerji, Sun, Yuxin, Wang, Zhixin, Peng, Yanjun

“…Mongolian online handwriting recognition is a complex task due to the script’s intricate characters and extensive vocabulary. This study proposes a novel…”
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