Searchconvolutionreturned 348 results

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1

Satellite-based waterbird detection in middle and lower yangtze river wetlands using dynamic convolutional neural networks

基于动态卷积神经网络的长江中下游卫星湿地水鸟检测

Wang Yang

Chen Congxi

Yuan Zhenyu

Zhang Chuanlin

Cao Lixiang

Zhao Congyu

Wang Yichen

wetland waterbirds

satellite wetlands

RT-DETR

multi-scale feature

object detection

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.08.0443

2

Review of image segmentation applications based on Mamba

基于Mamba的图像分割应用综述

Yan Li

Peng Bo

Li Qiang

Li Bo

Lan Xiaoyan

deep learning

convolutional neural networks

Transformer

Mamba

image segmentation

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.11.0483

3

Adaptive spatio-temporal graph convolutional network for skeleton-based action recognition

基于自适应时空图卷积的骨骼行为识别方法

Xu Hong

Lyu Kai

Yuan Liang

action recognition

graph convolutional network

adaptive

spatio-temporal topology

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0410

4

Hybrid-grainularity CNN sparsification with efficient deployment on reconfigurable architectures

混合粒度CNN稀疏化方法及其在可重构架构上的高效部署

Hao Juan

Jiang Lin

Li Yuancheng

Liu Dongyue

convolutional neural network

sparsification

hybrid granularity

reconfigurable architecture

artificial intelligence chip

parallel deployment

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0425

5

Underwater image enhancement combining multi-branch differential convolution and frequency domain enhancement

多支路差分卷积与频域增强相结合的水下图像增强方法

Huang Yicheng

He Lifeng

Luo Kailun

Liu Yu

underwater image enhancement

multi-branch differential convolution

frequency-domain enhancement

supervised learning

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0370

6

Research on intelligent recognition method for epg waveforms based on multi-branch and residual attention mechanism integration

多分支残差注意力机制融合的EPG波形智能识别方法

Zeng Fankang

Yang Kaiwen

Liu Jialei

Xing Yuqing

Li Wenqiang

Yan Fengming

Wu Lili

epg waveform

multi-scale convolution

attention mechanism

residual network

intelligent recognition

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.08.0377

7

Physics-constrained attention enhanced Lagrangian fluid simulation

基于物理约束注意力增强的拉格朗日流体仿真

Tong Pan

Zhu Yuxin

Zou Xin

Ge Wenyi

Wei Min

fluid simulation

physics-constrained neural networks

multi-scale flow-attentive

continuous convolution

particle systems

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0382

8

Nested named entity recognition model based on semantic-guided boundary modeling

基于语义引导边界建模的嵌套命名实体识别模型

Liu Minghao

Li Han

nested named entity recognition

span prediction

triaffine attention mechanism

dilated convolution module

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0390

9

Explainable lipid nanoparticles transfection efficiency prediction model based on multimodal feature fusion

基于多模态特征融合的可解释性脂质纳米颗粒转染效率预测模型

Pang Guojun

Lin Bangjiang

Zheng Bowen

Chen Jian

Xu Bohui

multimodal feature fusion

neural network convolution

multi-layer perceptron

lipid nanoparticles

shapley additive explanations

model interpretability

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.08.0282

10

Malware classification method based on image with information fusion and deep learning

基于信息融合图像和深度学习的恶意软件分类方法

Zhao Yonglin

Guo Chun

Lyu Xiaodan

Zhou Xuemei

malware image

malware classification

information Fusion

convolutional neural network

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.07.0287

11

Super resolution reconstruction network based on multi-scale large kernel convolution and improved nonlocal attention

基于多尺度大核卷积和改进非局部注意力的超分辨率重建网络

Li Jinfeng

Wang Shiyu

Bian Jilong

image super-resolution reconstruction

convolutional neural network

attention mechanism

multi-scale features

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.07.0290

12

Multimodal emotion recognition with soft-hard data augmentation and interactive attention mixed spatiotemporal convolutional network

面向多模态情感识别的软硬数据增强与交互注意力混合时空卷积网络

Zhao Kun

Meng Fan

Li Wenqiang

Tang Guilin

Xie Yaocong

multimodal emotion recognition

soft-hard data augmentation

mixed spatiotemporal convolution

attention mechanism

lightweight

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.08.0300

13

SNO site prediction method based on distribution perception and expanded convolutional pyramid

基于分布感知与扩张卷积金字塔的SNO位点预测方法

Duan Yimeng

Niu Shuaijun

Yan Yuli

Li Ting

Li Qingkun

Wang Huiqing

S-nitrosylation

negative sample selection

multi-semantic feature representation

expanded convolutional pyramid

No. 3, 2026 : 672-679 doi:10.19734/j.issn.1001-3695.2025.08.0273

14

WKCN:adaptive image description algorithm based on wavelet-KAN collaborative optimization

WKCN:基于小波-KAN协同优化的自适应图像描述算法

He Shipeng

Zheng Hao

image captioning

wavelet convolution

Kolmogorov-Arnold

adaptive feature fusion

multi-scale modeling

dynamic decoding

No. 3, 2026 : 696-703 doi:10.19734/j.issn.1001-3695.2025.07.0256

15

Crossmodal remote sensing semantic segmentation based on heterogeneous graph and Mamba

基于异质图和Mamba的跨模态遥感语义分割

Ye Zhiwei

Feng Qingyang

Liu Mingming

Wang Yuan

Gao Rong

Yan Lingyu

crossmodal

graph convolution

visual state space model

remote sensing semantic segmentation

No. 3, 2026 : 917-923 doi:10.19734/j.issn.1001-3695.2025.05.0225

16

Human pose estimation based on improved stacked hourglass network

基于改进堆叠沙漏网络的人体姿态估计

Lyu Chao

Ma Geyao

human pose estimation(HPE)

stacked hourglass network(SHN)

lightweight model

attention mechanism

linear deformable convolution

geometric modeling capability

feature fusion

inference efficiency

No. 3, 2026 : 948-953 doi:10.19734/j.issn.1001-3695.2025.05.0174

17

FDR-Net:human motion prediction combining dynamic graph convolution and frequency-domain reasoning

FDR-Net:融合动态图卷积与频域推理的人体运动预测

Jia Wenbo

Zhang Sunjie

human motion prediction

dynamic graph convolution

frequency graph reasoning

reparameterization

temporal self-attention

Fourier transform

No. 3, 2026 : 954-960 doi:10.19734/j.issn.1001-3695.2025.05.0223

18

Quantitative evaluation model for surface roughness of stone cultural relics based on multi-scale convolution and local-to-global Transformer

基于多尺度卷积和局部到全局Transformer的石质文物表面粗糙度定量评价模型

Chen Yaxin

Zhou Qiang

Liu Xin

Wang Ying

Liu Penghuan

Zhu Jianfeng

Luo Hongjie

HTCBNet

quantitative surface roughness evaluation

surface profile

JRC

stone cultured relics

No. 2, 2026 : 494-501 doi:10.19734/j.issn.1001-3695.2025.06.0202

19

DDoS attack detection model based on Takens-Transformer and GCN

基于Takens-Transformer与GCN的DDoS攻击检测

Deng Yuyang

Lu Tianliang

Li Zhihao

Meng Haoyang

Li Jinru

network traffic

DDoS attack detection

Takens' theorem

graph convolutional network

Transformer

No. 2, 2026 : 567-576 doi:10.19734/j.issn.1001-3695.2025.05.0218

20

Relation extraction method integrating liquid neural networks and hierarchical graph convolution

融合液态神经网络与多层级图卷积的关系抽取方法

Li Ziliang

Li Xingchun

relation extraction

liquid neural network

graph convolution network

pre-trained model

attention gating

MLP

No. 1, 2026 : 69-75 doi:10.19734/j.issn.1001-3695.2025.06.0183

21

Multi-dimensional feature fusion and residual-enhanced learning for traffic flow prediction

基于多维特征融合与残差增强的交通流量预测

Zhang Zhenlin

Guo Huijie

Dou Tianfeng

Qi Kaiyuan

Wu Dong

Qu Zhijian

Ren Chongguang

traffic flow prediction

dynamic graph convolutional network

feature fusion

residual modeling

attention mechanism

No. 1, 2026 : 161-169 doi:10.19734/j.issn.1001-3695.2025.06.0168

22

3D MRI brain tumor segmentation method based on Mamba-UNet architecture

基于Mamba-UNet架构的3D MRI脑肿瘤分割方法

Zhang Ye

Niu Datian

deep learning

MRI brain tumor segmentation

polyhedron convolution

3D U-Net

Mamba

No. 1, 2026 : 305-312 doi:10.19734/j.issn.1001-3695.2025.03.0147

23

Line pattern recognition method of paper engineering drawing based on Swin-PIDNet

基于Swin-PIDNet的纸质工程制图线型识别方法

Zhu Wenbo

Chen Longfei

Chi Yulun

PIDNet

Swin Transformer

line pattern recognition

paper engineering drawing

transfer learning

hybrid dila-sted convolution

No. 1, 2026 : 313-320 doi:10.19734/j.issn.1001-3695.2025.04.0145

24

Research on vehicle lane-changing intention prediction in expressway scenarios

高速公路场景下的车辆换道意图预测研究

Huang Haifeng

Huang Deqi

Huang Deyi

Liu Zhenhang

lane change intention identification

graph attention network(GATv2)

graph convolutional network(GCN)

attention mechanism

No. 12, 2025 : 3574-3581 doi:10.19734/j.issn.1001-3695.2025.05.0158

25

Multi-dimensional features graph convolutional network knowledge tracing

融合多维度特征的图卷积网络知识追踪模型

Fu Rui

Li Xiaolan

Xu Yan

He Baidan

Zhang Daqiang

knowledge tracing(KT)

graph convolutional network(GCN)

ternary interaction graph

multi-dimensional feature fusion

LSTM gating mechanism

No. 12, 2025 : 3602-3610 doi:10.19734/j.issn.1001-3695.2025.06.0156

26

RingNet:semantic segmentation of remote sensing images based on ring convolution

基于环形卷积的遥感影像语义分割方法

Xu Rui

Han Bin

Chen Fei

Zhang Zihan

ring convolution

semantic segmentation

remote sensing images

discrete Fourier transform

No. 12, 2025 : 3793-3798 doi:10.19734/j.issn.1001-3695.2025.03.0099

27

Monocular 3D lane detection for intelligent driving in complex road scenarios

复杂道路场景下智能驾驶单目3D车道线检测

Lou Lu

Hu Zhenkun

Wei Wenjie

Shen Yi

Wei Hanbing

autonomous driving

dynamic snake convolution

bird's-eye-view

feature aggregation

residual connection

No. 12, 2025 : 3807-3814 doi:10.19734/j.issn.1001-3695.2025.03.0148

28

Multi-scale RGB-D salient object detection based on boundary enhancement and weighted large kernel

基于边界增强和加权大核的多尺度RGB-D显著性目标检测

Yan Lingyu

Zhou Ting

Gao Rong

Ye Zhiwei

RGB-D salient object detection

multi-scale feature fusion

boundary enhancement

weighted large kernel convolution

No. 12, 2025 : 3815-3822 doi:10.19734/j.issn.1001-3695.2025.03.0100

29

Approach for personalized next PoI recommendation for spatio-temporal context awareness

时空上下文感知的下一个PoI推荐方法

Hai Yan

Wang Jing

Liu Zhizhong

next PoI recommendation

PoI prevalence

spatio-temporal context(STC)

spatio-temporal transfer graph

graph attention networks(GAT)

spatial temporal graph convolutional networks(ST-GCN)

No. 11, 2025 : 3275-3283 doi:10.19734/j.issn.1001-3695.2024.11.0539

30

Ambiguous action recognition under multi-input-branch skeleton feature

多分支骨架特征输入下的歧义行为识别

Wang Chaoya

Han Hua

Wang Chunyuan

Tian Jin

skeleton recognition

graph convolution network

multiple-input-branches

ambiguous action

ambiguous feature refinement

No. 11, 2025 : 3497-3505 doi:10.19734/j.issn.1001-3695.2025.03.0056

31

Overview of capsule networks

胶囊网络综述

Zhu Xiaojuan

Li Weijun

Ma Xinyu

Xiong Zhangyou

Yang Guoliang

capsule network

convolutional neural network

pose

vector capsule network

matrix capsule network

optimization strategies

No. 10, 2025 : 2881-2892 doi:10.19734/j.issn.1001-3695.2025.03.0066

32

Social group discovery based on temporal graph neural network

基于时序图神经网络的社会团体发现

Li Ze

Zhao Weichao

Xu Huiwen

group discovery

graph convolutional network

node representation

temporal graph

No. 9, 2025 : 2631-2636 doi:10.19734/j.issn.1001-3695.2024.12.0534

33

Aspect-based sentiment analysis based on syntactic dependency enhancement and aspect semantic focus

基于句法依存增强和方面语义聚焦的方面级情感分析

Wang Yili

Chen Haowen

Yuan Chengsheng

aspect-based sentiment analysis(ABSA)

syntactic structure

semantic features

graph convolutional network(GCN)

attention mechanism

No. 9, 2025 : 2669-2675 doi:10.19734/j.issn.1001-3695.2025.03.0039

34

Multimodal aspect-level sentiment analysis based on cross-modal interaction Transformer

基于跨模态交互Transformer的多模态方面级情感分析

Gan Zhuohao

Miao Yuqing

Liu Tonglai

Zhang Wanzhen

Zhou Ming

multimodal aspect-level sentiment analysis

cross-modal interaction

Transformer

graph convolutional networks

adjective-noun pair

No. 9, 2025 : 2707-2713 doi:10.19734/j.issn.1001-3695.2024.11.0517

35

Link prediction method of medical temporal knowledge graph based on evolutionary learning

基于演化学习的医疗时序知识图谱链接预测方法

Niu Chongqing

Lu Jing

Du Yuxuan

Wang Shaoyu

electronic medical records

medical temporal knowledge graph

evolutionary learning

graph convolutional network

relation co-occurrence graph

No. 9, 2025 : 2739-2744 doi:10.19734/j.issn.1001-3695.2025.01.0007

36

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

No. 9, 2025 : 2847-2855 doi:10.19734/j.issn.1001-3695.2024.11.0508

37

Implicit emotion-oriented approach to speech-driven bionic robot facial expressions

隐式情绪导向的语音驱动仿生机器人说话方法

Xu Kang

Yuan Ye

Fu Junxiu

Fu Keting

Ren Qinze

Liu Na

biomimetic robots

speech-driven

emotion-oriented

convolutional long short-term memory network

No. 8, 2025 : 2297-2303 doi:10.19734/j.issn.1001-3695.2025.01.0011

38

GPU-based parallelization of Winograd convolution algorithm

基于GPU的Winograd卷积算法并行化

Wang Xin

Zhen Xueru

Winograd algorithm

parallel computing

CUDA

convolutional neural network

No. 8, 2025 : 2446-2451 doi:10.19734/j.issn.1001-3695.2024.11.0502

39

Brain tumor segmentation based on residual mixed attention and adaptive feature fusion

残差混合注意力与自适应特征融合的脑肿瘤分割

Wu Jinxu

Wu Yun

brain tumor segmentation

adaptive feature fusion

residual mixed attention

dual dynamic convolution enhancement

No. 8, 2025 : 2525-2531 doi:10.19734/j.issn.1001-3695.2024.10.0432

40

Bundle recommendation model based on complete hypergraph neural network

基于完整超图神经网络的捆绑推荐模型

Wang Haonan

He Ping'an

Dai Qi

graph neural network

bundle recommendation

hyper graph

graph convolutional network

No. 7, 2025 : 2003-2010 doi:10.19734/j.issn.1001-3695.2024.11.0494

41

Information complementarity and cross-attention for cross-modal retrieval

基于信息互补与交叉注意力的跨模态检索方法

Wang Dan

Zhang Feng

Zhang Hui

Zhu Jie

information complementarity

cross-attention

graph convolutional network(GCN)

cross-modal retrieval

No. 7, 2025 : 2032-2038 doi:10.19734/j.issn.1001-3695.2025.01.0003

42

Combined non-linearity convolution kernel generation: strong robust CNN design method based on IoT

CN2Conv：面向物联网设备的强鲁棒CNN设计方法

Chai Zhi

Ding Chuntao

Guo Hui

Zhang Junna

convolutional neural network(CNN)

cloud-assisted training

less parameter model

robustness

No. 7, 2025 : 2154-2160 doi:10.19734/j.issn.1001-3695.2024.12.0500

43

Skeleton behavior recognition combining adaptive local graph convolution with multi-scale time modeling

结合自适应局部图卷积与多尺度时间建模的骨架行为识别

Tian Qing

Yu Jingjing

Zhang Zheng

local graph convolution

adaptive graph

multi-scale time modeling

behavior recognition

No. 7, 2025 : 2199-2205 doi:10.19734/j.issn.1001-3695.2024.08.0370

44

Weakly supervised temporal action localization with dual-stream feature enhancement and fusion

双流特征增强与融合的弱监督时序动作定位

Liu Yibin

Gao Shu

Chen Liangchen

weakly supervision

temporal action localization

dilated convolution

dual-stream fusion

No. 7, 2025 : 2213-2219 doi:10.19734/j.issn.1001-3695.2024.09.0373

45

CNN multidimensional fusion data reuse method for reconfigurable arrays

面向可重构阵列的CNN多维融合数据复用方法

Zhang Xiaofan

Jiang Lin

Li Yuancheng

Sheng Mingwei

convolutional neural network

reconfigure structure

data reuse

parallel acceleration

No. 6, 2025 : 1801-1806 doi:10.19734/j.issn.1001-3695.2024.10.0418

46

SP-CPGCN: causality-perception graph convolutional network on superpixel prior for pneumoconiosis staging

SP-CPGCN:用于尘肺病分期的超像素先验因果感知图卷积网络

Wang Yueying

Ji Guohua

Feng Weiyi

Zhao Juanjuan

Qiang Yan

Ma Jianfen

Shi Yiwei

Yang Fan

graph convolutional network(GNN)

causal inference

superpixel

chest X-ray

pneumoconiosis staging

No. 6, 2025 : 1873-1879 doi:10.19734/j.issn.1001-3695.2024.08.0352

47

Fast coding algorithm based on predictive partition convolutional neural network for 360-degree video

基于预测划分卷积神经网络的全景视频快速编码算法

Xiang Hai

Chen Fen

Qin Yiqing

Li Xu

Peng Zongju

ERP 360-degree video

latitude

CU partition

PP-CNN

No. 6, 2025 : 1915-1920 doi:10.19734/j.issn.1001-3695.2024.07.0350

48

Research progress in retinal vessel segmentation based on deep learning

基于深度学习的视网膜血管分割研究进展

Zhang Wenhao

Qu Shaojun

Yan Meili

deep learning

retinal vessel segmentation

convolutional neural network

generative adversarial network

Transformer

No. 5, 2025 : 1299-1311 doi:10.19734/j.issn.1001-3695.2024.07.0342

49

Dynamic population hypergraph convolutional network for autism spectrum disorder diagnosis

基于动态人群超图卷积网络的自闭症诊断方法

Wang Guohua

Wang Lifang

Xue Xiaohong

Wang Qianshan

Li Haifang

austim spectrum disorder(ASD) diagnosis

dynamic hypergraph convolution network

functional magnetic resonance imaging

dynamic amplitude of low frequency fluctuation

No. 5, 2025 : 1356-1362 doi:10.19734/j.issn.1001-3695.2024.11.0427

50

Dual-channel translation fusion network for reconstructing three-dimensional spinal models from biplane radiographs

双通道转义融合网络实现双平面X线片重建脊柱三维模型

Ling Jianhang

Zhang Junhua

three-dimensional reconstruction

scoliosis

radiographs

convolution

three-dimensional deconvolution

No. 5, 2025 : 1549-1555 doi:10.19734/j.issn.1001-3695.2024.07.0272