Searchattention mechanismreturned 225 results

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1

Image dehazing algorithm driven by contextual collaboration and hybrid attention mechanism

上下文协同与混合注意力机制驱动的图像去雾算法

Zhao Zhiqiang

He Jinliang

image dehazing

attention mechanism

context collaboration

feature extraction

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0506

2

Behavior recognition method based on cross-agent interaction and multi-scale time enhancement

基于跨主体交互和多尺度时间增强的行为识别方法

Zhang Junyi

Zhao Peipei

Liang Song

Yang Di

Sun Aoran

Xiao Tao

behavior recognition

graph convolutional network

CTR-GCN

two-person interaction behavior recognition

Transformer

attention mechanisms

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0508

3

Vehicles trajectory prediction approach based on Transformer with edge update and multi-head attention interactive fusion

基于边更新与多头交互融合Transformer的车辆轨迹预测方法

Sun Ying

Wu Yanyong

Ding Derui

Zhang Jiankun

vehicle trajectory prediction

deep learning

transformer

multi-head attention mechanism

spatio-temporal feature integration

intelligent driving

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2025.01.0017

4

Visual-text cooperation and hierarchical fusion for multimodal named entity recognition method

一种图文协同层级融合的多模态命名实体识别方法

Feng Guang

Liu Tianxiang

Yang Yanru

Zheng Runting

Zhong Ting

Lin Jianzhong

Huang Rongcan

multimodal named entity recognition

semantic alignment bias

semantic enhancement

modal synergy

attention mechanism

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2025.01.0021

5

Monocular 3d detection based on self-learning region selection and edge focus

基于自学习区域选择与边缘聚焦的单目3D检测

Wang Xinwei

Zhang Youbing

Zhou Kui

monocular 3d detection

self-learning region selection

edge fusion

data augmentation

attention mechanism

Accepted Paper No. 7, 2025 : doi:10.19734/j.issn.1001-3695.2024.09.0439

6

Audio-visual segmentation network with multi-dimensional cross-attention fusion

多维度交叉注意力融合的视听分割网络

Li Fanfan

Zhang Yuanyuan

Zhang Yonglong

Zhu Junwu

audio-visual segmentation

multi-modal

contrastive learning

attention mechanism

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.08.0369

7

Contextual enhancement template for emergency event extraction via position-aware attention mechanism

融合混合提示与位置感知的突发事件抽取模型

Guo Jialiang

Wang Wei

Ju Jing

Wang Yafei

emergency events

event extraction

event element identification

prompt learning

attention mechanism

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0455

8

Inductive relation prediction based on sentence transformer and dual attention mechanism

基于句子转换和双注意力机制的归纳关系预测

Li Weijun

Liu Xueyang

Liu Shixia

Wang Ziyi

Ding Jianping

Su Yilei

knowledge graph

inductive relation prediction

sentence transformer

dual attention mechanism

random walk pathfinding strategy

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0442

9

Auxiliary task enhanced knowledge tracing method

辅助任务增强的知识追踪方法

Wang Changqing

Zhang Lei

Zhang Zhenguo

intelligent education

knowledge tracing

auxiliary task

attention mechanism

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0448

10

Autonomous ultrasound scanning method based on improved multimodal information fusion and deep reinforcement learning

基于改进型多模态信息融合深度强化学习的自主超声扫描方法

Xu Jiakai

Lu Qi

Li Xiangyun

Li Kang

autonomous ultrasound scanning

deep reinforcement learning

multimodal

self-attention mechanism

dsac-perdp algorithm

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0476

11

Graph neural recommendation algorithm with implicit relationship enhancement

隐式关系增强的图神经网络推荐算法

Xiong Zhongmin

Zhang Jun

graph neural network

social recommendation

knowledge graph

metapath

attention mechanism

Accepted Paper No. 5, 2025 : doi:10.19734/j.issn.1001-3695.2024.09.0363

12

Preferential Fusion with modality-wise attention mechanisms for fake news detection

基于优先融合与模态注意力机制的虚假新闻检测

Zhang Ting

Yuan Hu

Zhao Xiaobing

fake news detection

multi-modal feature Fusion

preferential Fusion mechanisms

deep learning

Accepted Paper No. 5, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0422

13

Aspect-oriented affective knowledge enhanced for aspect-based sentiment analysis

基于细粒度图像-方面的情感增强方面级情感分析

Yu Bengong

Chen Mingyue

multimodal aspect-based sentiment analysis

adjective-noun pairs

cross-modal attention mechanism

sentiment scores

modal fusion

No. 4, 2025 : 1073-1079 doi:10.19734/j.issn.1001-3695.2024.08.0294

14

Trajectory prediction method based on motion state

一种基于运动状态的轨迹预测方法

Gu Yifan

Mo Lei

trajectory prediction

motion state

attention mechanism

graph neural network(GNN)

No. 4, 2025 : 1080-1084 doi:10.19734/j.issn.1001-3695.2024.09.0295

15

Attention-driven feature separation method for personalized federated learning

注意力机制驱动的个性化联邦学习特征分离方法

Zhang Xiaoqin

Jin Xixing

Lu Yanjun

Cao Zeyu

data heterogeneity

attention mechanism

parameter separation

personalized federated learning

No. 4, 2025 : 1102-1107 doi:10.19734/j.issn.1001-3695.2024.09.0325

16

Scene text recognition based on multimodal feature fusion

基于多模态特征融合的场景文本识别

Cai Mingzhe

Wang Manli

Dou Zeya

Zhang Changsen

scene text

feature fusion

language model

attention mechanism

residual network

No. 4, 2025 : 1274-1280 doi:10.19734/j.issn.1001-3695.2024.05.0250

17

Legal text reading comprehension model based on multi-granularity enhancement and answer verification

基于多粒度增强和答案验证的法律文书阅读理解模型

Wang Jinglei

Xu Jian

legal text reading comprehension

multi-granularity encoding module

attention mechanism

answer verification mechanism

No. 3, 2025 : 700-707 doi:10.19734/j.issn.1001-3695.2024.09.0314

18

Points-of-interest recommendation based on spatial-temporal enhancement of sequence graph and geographical relationships

基于序列图时空增强与地理关系的兴趣点推荐

Liu Chao

Zhu Jun

point-of-interest recommendation

spatial-temporal information

geographical information

sequence information

attention mechanism

No. 3, 2025 : 755-761 doi:10.19734/j.issn.1001-3695.2024.08.0298

19

Short-term power load forecasting based on component-aware dynamic graph Transformer

基于分量感知动态图Transformer的短期电力负荷预测

Zhu Li

Gao Jingkai

Zhu Chunqiang

Deng Fan

short-term load forecasting

snow ablation optimizer

VMD

GNN relationship modeling

attention mechanism

No. 2, 2025 : 381-390 doi:10.19734/j.issn.1001-3695.2024.07.0231

20

Knowledge distillation based on dual-path projection layer and attention mechanism

基于双路径投影层和注意力机制的知识蒸馏

Zhou Qin

Fan Yongsheng

Sang Binbin

He Pan

knowledge distillation

model compression

image classification

attention mechanism

feature fusion

No. 2, 2025 : 413-418 doi:10.19734/j.issn.1001-3695.2024.07.0229

21

Hierarchical reinforcement learning knowledge reasoning method integrating Bi-LSTM and multi-head attention

融合Bi-LSTM与多头注意力的分层强化学习推理方法

Li Weijun

Liu Shixia

Liu Xueyang

Ding Jianping

Su Yilei

Wang Ziyi

knowledge reasoning

layered reinforcement learning

Bi-LSTM

multi-head attention mechanism

No. 1, 2025 : 71-77 doi:10.19734/j.issn.1001-3695.2024.06.0197

22

Knowledge graph completion method based on bipartite graphs and attention mechanism

基于双子图和注意力机制的知识图谱补全方法

Zhou Yue

Fan Yongsheng

Sang Binbin

Zhou Yan

complete knowledge graph

bipartite graph

attention mechanism

encoder

decoder

No. 1, 2025 : 93-99 doi:10.19734/j.issn.1001-3695.2024.06.0186

23

Deep reinforcement learning approach for solving takeout delivery problem

求解外卖配送问题的深度强化学习算法

Zhang Xuyang

Liu Yong

Ma Liang

takeout delivery

minimum ratio traveling salesman problem

deep reinforcement learning

multi-feature embedding

attention mechanism

No. 1, 2025 : 205-213 doi:10.19734/j.issn.1001-3695.2024.05.0179

24

Multiple UAVs formation control based on MIX-MAPPO

基于MIX-MAPPO算法的多无人机编队控制

Kang Jiajing

Wu Jiehong

multi-unmanned aerial vehicle formation

Menger sponge structure

attention mechanism

cluster control

formation keeping

No. 1, 2025 : 231-235 doi:10.19734/j.issn.1001-3695.2024.07.0207

25

Hand-focused reconstruction of monocular RGB clothed humans

单目RGB穿衣人体的手部精细化重建

Zhang Ji

Ren Zhipeng

Zhang Ronghua

Yuan Chao

Zhai Yongjie

Yu Zhengqin

hand reconstruction

clothed human

attention mechanism

dilated spiral convolution

deep geometry learning

No. 1, 2025 : 300-306 doi:10.19734/j.issn.1001-3695.2024.02.0112

26

Robust speech keyword spotting based on dual-branch fusion and time-frequency squeeze and excitation

基于双分支融合和时频压缩激励的鲁棒语音关键词识别

Zhang Tingting

Qiu Zepeng

Zhao Lasheng

Mao Jiaying

keyword spotting

dual-branch fusion

time-frequency squeeze & excitation

robust model

attention mechanism

No. 12, 2024 : 3658-3663 doi:10.19734/j.issn.1001-3695.2024.04.0121

27

Tumor segmentation based on multi-scale visual information and non-local target mining

基于多尺度视觉信息和非局部目标挖掘的肿瘤分割

Qiu Dandan

Ren Shumin

Zhang Qian

Ju Jianguo

Tu Huijuan

tumor segmentation

target mining

multi-scale fusion

attention mechanism

medical image processing

No. 12, 2024 : 3873-3880 doi:10.19734/j.issn.1001-3695.2024.01.0063

28

Distant supervision relation extraction based on multi-level attention mechanism and dynamic threshold

基于多层级注意力机制和动态阈值的远程监督关系抽取

Zhao Hongyan

Zhang Yinggang

Xie Binhong

distant supervision relation extraction

self-attention mechanism

dynamic threshold

pre-trained language model

noise reduction

No. 11, 2024 : 3288-3294 doi:10.19734/j.issn.1001-3695.2024.03.0083

29

Multi-feature multiple fusion sentiment classification model based on syntactic dependency and attention mechanism

基于句法依存和注意力机制的多特征多重融合情感分类模型

Xia Jiali

Yu Zikai

Deng Qingshan

Liu Dexi

Peng Wenzhong

Luo Wenjun

sentiment classification

online review

multi-feature multiple fusion

syntactic dependency

attention mechanism

No. 11, 2024 : 3295-3302 doi:10.19734/j.issn.1001-3695.2024.04.0104

30

Fusion of distance threshold and Bi-TCN for spatio-temporal attention pedestrian trajectory prediction model

融合距离阈值和双向TCN的时空注意力行人轨迹预测模型

Wang Hongxia

Nie Zhenkai

Zhong Qiang

pedestrian trajectory prediction

partial pedestrian model

distance threshold

spatio-temporal attention mechanism

bidirectional temporal convolutional network(Bi-TCN)

gating mechanism

No. 11, 2024 : 3303-3310 doi:10.19734/j.issn.1001-3695.2024.04.0103

31

Vulnerability classification method based on double-attention mechanism and adversarial training

基于双注意力机制和改进对抗训练的漏洞分类方法

Yang Jinneng

Li Wenshan

He Junjiang

Zhou Shaohong

Li Tao

Wang Yunpeng

cyber security

vulnerability classification

attention mechanism

adversarial training

No. 11, 2024 : 3447-3454 doi:10.19734/j.issn.1001-3695.2024.01.0061

32

Fine-grained recognition of untranscribed bronze inscriptions based on multi-category morphology

多类别形态的未隶定青铜器铭文细粒度识别

Liu Kexin

Wang Huiqin

Wang Ke

Wang Zhan

Wang Hong

untranscribed bronze inscriptions

fine-grained recognition

pose alignment

ECA attention mechanism

feature fusion

No. 10, 2024 : 3194-3200 doi:10.19734/j.issn.1001-3695.2023.11.0594

33

CMHICL: multi-modal sarcasm detection with cross-modal hierarchical interaction network and contrastive learning

CMHICL:基于跨模态分层交互网络和对比学习的多模态讽刺检测

Lin Jiexia

Zhu Xiaodong

multimodal sarcasm detection

hierarchical interaction

contrastive learning

cross-attention mechanism

graph attention network

No. 9, 2024 : 2620-2627 doi:10.19734/j.issn.1001-3695.2023.12.0626

34

Sequence recommendation based on side information and long-short term preferences

基于辅助信息与长短期偏好的序列推荐

Liu Chao

Ren Mengyao

Feng Luhua

sequence recommendation

side information

attention mechanism

long and short-term preferences

contrastive learning

No. 9, 2024 : 2628-2634 doi:10.19734/j.issn.1001-3695.2024.01.0032

35

Hard attention reinforcement model for swarm robotics inspired by fish school emergence behavior

基于鱼群涌现行为启发的集群机器人硬注意力强化模型

Liu Lei

Ge Zhenye

Lin Jie

Tao Yu

Sun Junjie

natural order artificial control

collective hard attention mechanism

multi-agents motion reinforcement learning

swarm robotics task control

No. 9, 2024 : 2737-2744 doi:10.19734/j.issn.1001-3695.2023.12.0625

36

Queue posture detection with fusion of binocular information

融合双目信息的队列姿态检测

Zhao Jifa

Wang Cheng

Rong Yingjiao

image processing

binocular vision

attention mechanism

pose estimation

No. 9, 2024 : 2860-2866 doi:10.19734/j.issn.1001-3695.2023.11.0595

37

Knowledge graph recommendation model with integrated meta-graph neighborhoods

融合元图邻域的知识图谱推荐模型

Zhang Bin

Hao Lixin

Zhang Guofang

recommendation model

knowledge graph

meta-graph

convolutional neural network

attention mechanism

No. 8, 2024 : 2412-2418 doi:10.19734/j.issn.1001-3695.2023.12.0610

38

Intersection decision model based on GA-TD3 algorithm

基于GA-TD3算法的交叉路口决策模型

Jiang Anni

Du Yu

Yuan Ying

Zhang Hao

Zhao Shixin

deep reinforcement learning

autonomous driving decision

intersection scenario

recurrent neural network

attention mechanism

No. 7, 2024 : 1965-1970 doi:10.19734/j.issn.1001-3695.2023.10.0570

39

Few-shot classification model incorporating multi-granular attention features

融合多粒度注意力特征的小样本分类模型

Han Yanqi

Gou Guanglei

Li Xiaofei

Zhu Donghua

FSL

multi-granular feature fusion

self-attention mechanism

label propagation

No. 7, 2024 : 2235-2240 doi:10.19734/j.issn.1001-3695.2023.09.0513

40

Multi-turn emotion dialogue generation model based on dual-decoder

基于双层解码的多轮情感对话生成模型

Luo Hong

Lu Haijun

Chen Juanjuan

Shen Yujie

Wang Dan

graph neural network encoder

attention mechanism

dual-decoder

dialogue generation

No. 6, 2024 : 1778-1783 doi:10.19734/j.issn.1001-3695.2023.10.0519

41

Multi-perspective behavior analysis of fusion processes based on deep learning: predictive business process monitoring

基于深度学习的融合流程多视角行为分析:预测业务流程监控

Yuan Yongwang

Fang Xianwen

Lu Ke

business process management(BPM)

business process prediction monitoring

deep learning

attention mechanism

data flow perspective

control flow perspective

No. 6, 2024 : 1790-1796 doi:10.19734/j.issn.1001-3695.2023.10.0526

42

Knowledge graph based multi-feature fusion rumor detection

基于知识图谱的多特征融合谣言检测方法

Liu Xiaoyang

Li Hui

Zhang Kangqi

Duan Di

Wen Guiling

knowledge graph

attention mechanism

emotion dictionary

rumor detection

No. 5, 2024 : 1362-1367 doi:10.19734/j.issn.1001-3695.2023.10.0425

43

Traffic flow prediction model based on combining periodic graph convolution network and multi-head attention GRU

基于周期图卷积与多头注意力GRU组合的交通流量预测模型

Zhong Linlan

Zhang Anqin

Tian Xiuxia

traffic flow prediction

graph convolutional network(GCN)

multi-head attention mechanism

gated recurrent unit(GRU)

gated fusion mechanism

spatial-temporal fusion

No. 4, 2024 : 1041-1046 doi:10.19734/j.issn.1001-3695.2023.08.0362

44

ECG-based emotion recognition based on contrastive learning

基于对比学习的心电信号情绪识别方法

Long Jinyi

Fang Jinglong

Liu Siwei

Wu Hanrui

Zhang Jia

electrocardiogram signal

emotion recognition

contrastive learning

self-supervised learning

deep learning

physiological signals

data augmentation

self-attention mechanism

No. 4, 2024 : 1123-1130 doi:10.19734/j.issn.1001-3695.2023.07.0354

45

Video colorization method combining attention mechanism and multi-scale feature fusion

结合注意力机制与多尺度特征融合的视频彩色化方法

Zhou Keming

Kong Guangqian

Deng Zhouhui

generating adversarial networks

multiscale fusion

attention mechanisms

colorization

No. 4, 2024 : 1214-1220 doi:10.19734/j.issn.1001-3695.2023.07.0351

46

AF-CenterNet: object detection with fusion of millimeter-wave radar and camera using cross-attention mechanism

AF-CenterNet:基于交叉注意力机制的毫米波雷达和相机融合的目标检测

Che Li

Lyu Lianhui

Jiang Liubing

autonomous driving

object detection

millimeter-wave radar

cross-attention fusion

No. 4, 2024 : 1258-1263 doi:10.19734/j.issn.1001-3695.2023.07.0343

47

Medical image segmentation network based on convolution capsule encoder and multi-scale local feature co-occurrence

基于卷积胶囊编码器和多尺度局部特征共现的图像分割网络

Qin Chendong

Wang Yongxiong

Zhang Jiapeng

U-Net

convolutional capsule encoder

attention mechanism

multi-scale local feature co-occurrence

No. 4, 2024 : 1264-1269 doi:10.19734/j.issn.1001-3695.2023.07.0352

48

Knowledge graph completion method for disentangled neighborhood information aggregation

解纠缠邻域信息聚合的知识图谱补全方法

Ma Haokai

Qi Yunsong

Wu Yubin

knowledge graph completion

graph neural network

disentangled neighborhood information

attention mechanism

No. 3, 2024 : 772-778 doi:10.19734/j.issn.1001-3695.2023.07.0294

49

Dual-channel graph convolutional network with word-order knowledge for aspect-based sentiment analysis

基于语序知识的双通道图卷积网络方面级情感分析

Huang Jun

Liu Yang

Wang Qingfeng

Chen Liwei

Qiu Jialin

Li Maofeng

aspect-based sentiment analysis

word-order knowledge

sentiment information

attention mechanism

syntactic dependence

graph convolutional network

No. 3, 2024 : 779-785 doi:10.19734/j.issn.1001-3695.2023.07.0310

50

Text sentiment analysis based on BERT and hypergraph with dual attention network

基于BERT和超图对偶注意力网络的文本情感分析

Xu Guixian

Liu Lanyin

Wang Jiacheng

Chen Zhe

text sentiment analysis

hypergraph

graph classification

attention mechanism

No. 3, 2024 : 786-793 doi:10.19734/j.issn.1001-3695.2023.07.0311