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Leveraging Unlabeled Corpus for Arabic Dialect Identification
《Computers, Materials & Continua》2025年第5期3471-3491,共21页Mohammed Abdelmajeed Jiangbin Zheng Ahmed Murtadha Youcef Nafa Mohammed Abaker Muhammad Pervez Akhter 
supported by the Deanship of Scientific Research at King Khalid University through Small Groups funding(Project Grant No.RGP1/243/45);The funding was awarded to Dr.Mohammed Abker.And Natural Science Foundation of China under Grant 61901388.
Arabic Dialect Identification(DID)is a task in Natural Language Processing(NLP)that involves determining the dialect of a given piece of text in Arabic.The state-of-the-art solutions for DID are built on various deep ...
关键词：Arabic dialect identification natural language processing bidirectional encoder representations from transformers pre-trained language models gradient reversal layer 
Two-Stream Auto-Encoder Network for Unsupervised Skeleton-Based Action Recognition
《Journal of Shanghai Jiaotong university(Science)》2025年第2期330-336,共7页WANG Gang GUAN Yaonan LI Dewei 
Representation learning from unlabeled skeleton data is a challenging task.Prior unsupervised learning algorithms mainly rely on the modeling ability of recurrent neural networks to extract the action representations....
关键词：representation learning skeleton-based action recognition unsupervised deep learning 
New Encoder Based on Grating Eddy-Current with Differential Structure
《Journal of Shanghai Jiaotong university(Science)》2025年第2期337-351,共15页ZHANG Zaigi LüNa TAO Wei ZHAO Hui 
the Biomedical Science and Technology Support Special Project of Shanghai Science and Technology Committee(No.20S31908300)。
In response to the shortcomings of the common encoders in the industry,of which the photoelectric encoders have a poor anti-interference ability in harsh industrial environments with water,oil,dust,or strong vibration...
关键词：ENCODER grating eddy-current differential structure angle measurement 
基于卷积注意力和空洞空间注意力的U型医学图像分割模型
《电脑知识与技术》2025年第7期17-20,共4页姜宁 
为了解决医学图像分割中特征信息不足和目标定位不准确的问题,该文基于SegNeXt和DSNet提出了一种基于卷积注意力和空洞空间注意力的U型医学图像分割模型(SegxUnet)。文章首先输入图像通过双尺度卷积注意力模块构建的编码器(Encoder),提...
关键词：医学图像分割 编码器(Encoder) 解码器(Decoder) 卷积注意力 空洞空间注意力 
Multi-Head Encoder Shared Model Integrating Intent and Emotion for Dialogue Summarization
《Computers, Materials & Continua》2025年第2期2275-2292,共18页Xinlai Xing Junliang Chen Xiaochuan Zhang Shuran Zhou Runqing Zhang 
funded by the Science and Technology Foundation of Chongqing EducationCommission(GrantNo.KJQN202301153);the ScientificResearch Foundation of Chongqing University of Technology(Grant No.2021ZDZ025);the Postgraduate Innovation Foundation of Chongqing University of Technology(Grant No.gzlcx20243524).
In task-oriented dialogue systems, intent, emotion, and actions are crucial elements of user activity. Analyzing the relationships among these elements to control and manage task-oriented dialogue systems is a challen...
关键词：Dialogue summaries dialogue state tracking emotion recognition task-oriented dialogue system pre-trained language model 
Dual encoding feature filtering generalized attention UNET for retinal vessel segmentation
《四川大学学报(自然科学版)》2025年第1期79-95,共17页ISLAM Md Tauhidul WU Da-Wen TANG Qing-Qing ZHAO Kai-Yang YIN Teng LI Yan-Fei SHANG Wen-Yi LIU Jing-Yu ZHANG Hai-Xian 
四川省科技厅重点研发项目(2022ZDZX0023)。
Retinal blood vessel segmentation is crucial for diagnosing ocular and cardiovascular diseases.Although the introduction of U-Net in 2015 by Olaf Ronneberger significantly advanced this field,yet issues like limited t...
关键词：Vessel segmentation Data balancing Data augmentation Dual encoder Attention Mechanism Model generalization 
Research on Emotion Classification Supported by Multimodal Adversarial Autoencoder
《Journal of Electronic Research and Application》2025年第1期270-275,共6页Jing Yu 
In this paper,the sentiment classification method of multimodal adversarial autoencoder is studied.This paper includes the introduction of the multimodal adversarial autoencoder emotion classification method and the e...
关键词：Artificial intelligence Multimode adversarial encoder Sentiment classification Evaluation criteria Modal Settings 
Global Spatial-Temporal Information Encoder-Decoder Based Action Segmentation in Untrimmed Video
《Tsinghua Science and Technology》2025年第1期290-302,共13页Yichao Liu Yiyang Sun Zhide Chen Chen Feng Kexin Zhu 
supported by the National Natural Science Foundation of China(No.62277010);the Fuzhou-Xiamen-Quanzhou National Independent Innovation Demonstration Zone Collaborative Innovation Platform Project(No.2022FX6);the Fujian Provincial Health Commission Technology Plan Project(No.2021CXA001).
Action segmentation has made significant progress,but segmenting and recognizing actions from untrimmed long videos remains a challenging problem.Most state-of-the-art methods focus on designing models based on tempor...
关键词：Encoder-Decoder(ED) Bidirectional Long Short-Term Memory(BiLSTM) Tai Chi action segmentation untrimmed video 
ACSF-ED: Adaptive Cross-Scale Fusion Encoder-Decoder for Spatio-Temporal Action Detection
《Computers, Materials & Continua》2025年第2期2389-2414,共26页Wenju Wang Zehua Gu Bang Tang Sen Wang Jianfei Hao 
support for this work was supported by Key Lab of Intelligent and Green Flexographic Printing under Grant ZBKT202301.
Current spatio-temporal action detection methods lack sufficient capabilities in extracting and comprehending spatio-temporal information. This paper introduces an end-to-end Adaptive Cross-Scale Fusion Encoder-Decode...
关键词：Spatio-temporal action detection encoder-decoder cross-scale fusion multi-constraint loss function 
Multi-scale enhancement and aggregation network for singleimage deraining
《Computational Visual Media》2025年第1期213-226,共14页Rui Zhang Yuetong Liu Huijian Han Yong Zheng Tao Zhang Yunfeng Zhang 
supported by the National Natural Science Foundation of China(No.61972227);the Natural Science Foundation of Shandong Province(No.ZR201808160102);Shandong Provincial Natural Science Foundation Key Project(No.ZR2020KF015);the Key Research and Development Project of Shandong Province(No.2019GSF109112);the Science and Technology Plan for Young Talents in Colleges and Universities of Shandong Province(No.2020KJN007);the Scientific Research Studio in Colleges and Universities of Ji’nan City(No.2021GXRC092);the Science and Technology Research Program for Colleges and Universities in Shandong Province(No.KJ2018BZN029).
Rain streaks in an image appear in different sizes and orientations,resulting in severe blurring and visual quality degradation.Previous CNNbased algorithms have achieved encouraging deraining results although there a...
关键词：single-image deraining multi-scale enhan-cement and aggregation(MEA) encoder-decoder network 
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