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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 
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 
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 
基于语义分割的输送带跑偏智能检测方法
《科技风》2025年第3期59-61,共3页李南雁 廖辉 赵龙 苏金辉 蓝武生 陈夕松 
福建省区域发展项目:圆管带式输送机智能巡检技术与装备的开发及应用,项目编号:2022H4027。
受设备老化与表面受力不均匀的影响,带式输送机易跑偏,导致故障和物料撒落。传统监测方法成本高且安装复杂,为此,本研究提出基于深度学习的智能检测方法,构建皮带线语义分割数据集并标注;使用Unet模型检测皮带线,并通过MiT编码器优化;...
关键词：深度学习 语义分割 MiT Encoder 机器视觉 
DMFVAE:miRNA-disease associations prediction based on deep matrix factorization method with variational autoencoder
《Frontiers of Computer Science》2024年第6期259-270,共12页Pijing WEI Qianqian WANG Zhen GAO Ruifen CAO Chunhou ZHENG 
the National Natural Science Foundation of China(Grant Nos.62202004,and 62322301);the Natural Science Foundation of Anhui Province(No.2108085QF267);the University Synergy Innovation Program of Anhui Province(No.GXXT-2021-039);the Anhui University Outstanding Youth Research Project(No.2022AH020010)。
MicroRNAs(miRNAs)are closely related to numerous complex human diseases,therefore,exploring miRNA-disease associations(MDAs)can help people gain a better understanding of complex disease mechanism.An increasing number...
关键词：miRNA-disease association deep matrix factorization self-adjusted nearest neighbor variational encoder network structure 
Enhancing crop yield prediction in Senegal using advanced machine learning techniques and synthetic data
《Artificial Intelligence in Agriculture》2024年第4期99-114,共16页Mohammad Amin Razavi A.Pouyan Nejadhashemi Babak Majidi Hoda S.Razavi Josue Kpodo Rasu Eeswaran Ignacio Ciampitti P.V.Vara Prasad 
In this study,we employ advanced data-driven techniques to investigate the complex relationships between the yields of five major crops and various geographical and spatiotemporal features in Senegal.We analyze how th...
关键词：Crop yield prediction Variational auto encoder Pattern recognition on spatiotemporal and physiographical variables Synthetic tabular data generation Ensemble learning 
Wind Turbine Gearbox Fault Diagnosis Based on Multi-sensor Signals Fusion
《Protection and Control of Modern Power Systems》2024年第4期96-109,共14页Yao Zhao Ziyu Song Dongdong Li Rongrong Qian Shunfu Lin 
supported by the Shanghai Rising-Star Program(No.21QC1400200);the Natural Science Foundation of Shanghai(No.21ZR1425400);the National Natural Science Foundation of China(No.52377111).
This paper proposes a novel fault diagnosis method by fusing the information from multi-sensor signals to improve the reliability of the conventional vibration-based wind turbine drivetrain gearbox fault diagnosis met...
关键词：Wind turbine gearbox fault diagnosis multiple scenarios deep learning stacked denoising au-to-encoder cycle reservoir with regular jumps feature fusion network 
Predicting circRNA-Disease Associations by Using Multi-Biomolecular Networks Based on Variational Graph Auto-Encoder with Attention Mechanism
《Chinese Journal of Electronics》2024年第6期1526-1537,共12页Jing YANG Xiujuan LEI Yi PAN 
supported by the National Natural Science Foundation of China(Grant Nos.62272288 and 61972451);the Shenzhen Science and Technology Program(Grant No.KQTD20200820113106007);the Shenzhen Key Laboratory of Intelligent Bioinformatic(Grant No.ZDSYS20220422103800001);the Fundamental Research Funds for the Central Universities,Shaanxi Normal University(Grant No.GK202302006)。
CircRNA-disease association(CDA)can provide a new direction for the treatment of diseases.However,traditional biological experiment is time-consuming and expensive,this urges us to propose the reliable computational m...
关键词：CircRNA Multi-source information fusion Variational graph auto-encoder Graph attention mechanism 
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