Search深度学习returned 285 results

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1

Deep learning-based sign language translation: past, present, and future

基于深度学习的手语翻译：过去、现状与未来

Zhang Lei

Wang Zhenyu

Lian Shuaishuai

Pu Bingqian

Liu Yutao

Qin Mingzhe

deep learning

sign language translation

machine translation

contrastive learning

large language models

encoder-decoder

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2025.01.0001

2

Multimodal medical image fusion algorithm for edge texture preservation

针对边缘纹理保留的多模态医学图像融合算法

Ke Changhao

Wang Xiaoming

deep learning

medical image

multimodal Fusion

edge texture preservation

texture information mask

feature Fusion

feature extraction

Accepted Paper No. 8, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0507

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

Vulnerability detection method based on bidirectional data flow analysis and graph abstraction embedding

基于双向数据流分析与图抽象嵌入的漏洞检测方法

Cao Ziheng

He Lifeng

Jia Ou

Zhang Mengying

Liu Yu

Guo Yichen

deep learning

vulnerability detection

data flow analysis

gnn

cyber security

Accepted Paper No. 7, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0436

5

Post-training quantization strategy for referring image segmentation

针对图像指代分割的训练后量化策略

Yang Hang

Jiang Xiaoyan

referring image segmentation

post-training quantization

cross-model fusion

deep learning

Accepted Paper No. 7, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0437

6

Automatic method to analyze deep learning model leakage on mobile systems using taint analysis

基于污点分析的移动端深度学习模型泄露自动分析方法

Zhu Wentian

Lin Jingqiang

dynamic analysis

taint analysis

deep learning model

Android applications

Accepted Paper No. 7, 2025 : doi:10.19734/j.issn.1001-3695.2024.10.0501

7

Audio forgery detection method based on feature Fusion

基于特征融合的音频伪造检测方法

Gai Xinyi

Tu Guoqing

Liu Shubo

Cai Zhaohui

audio deepfake detection

deep learning

feature Fusion

vocder artifacts

Accepted Paper No. 6, 2025 : doi:10.19734/j.issn.1001-3695.2024.11.0460

8

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

Accepted Paper No. 5, 2025 : doi:10.19734/j.issn.1001-3695.2024.07.0342

9

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

10

Review of face attribute synthesis techniques based on generative adversarial network

基于生成对抗网络的人脸属性合成技术综述

Wang Jianqiang

Zhang Ke

Li Peijie

deep learning

generative adversarial network(GAN)

face attribute synthesis(FAS)

face image dataset

age

expression

makeup

No. 3, 2025 : 650-662 doi:10.19734/j.issn.1001-3695.2024.05.0240

11

Frontier video anomaly detection methods based on deep learning: comprehensive review

基于深度学习的前沿视频异常检测方法综述

Li Nanjun

Nie Xiushan

Li Tuo

Zou Xiaofeng

Wang Changhong

intelligent surveillance

video anomaly detection(VAD)

deep learning

convolutional neural network

generative adversarial network

No. 3, 2025 : 663-676 doi:10.19734/j.issn.1001-3695.2024.06.0241

12

Construction of identity authentication system based on phase space reconstruction of pulse wave signals and time series prediction

基于脉搏波信号相空间重构与时间序列预测的身份认证系统构建

Fu Youping

Zhang Hang

Li Menghan

Meng Jun

pulse wave

identity recognition

feature extraction

deep learning

phase-space reconstruction

No. 3, 2025 : 840-848 doi:10.19734/j.issn.1001-3695.2024.08.0307

13

Joint spatial-temporal differential attention and hierarchical detail enhancement for remote sensing image change detection

联合时空差异注意力与层级细节增强的遥感影像变化检测

Guan Zongsheng

Shao Pan

Yang Zichao

Cheng Zemin

Yu Kuai

deep learning

remote sensing image change detection

spatial-temporal differential attention

hierarchical detail enhancement

U-Net

No. 3, 2025 : 937-943 doi:10.19734/j.issn.1001-3695.2024.05.0218

14

Survey of visual simultaneous localization and mapping algorithms

视觉即时定位与建图算法综述

Wang Hualong

Chen Yanze

Liu Zhicheng

Ma Xinglu

visual SLAM

feature extraction

direct method

deep learning

future development

No. 2, 2025 : 321-333 doi:10.19734/j.issn.1001-3695.2024.04.0210

15

Self-driving ethical decision-making model based on stacking fusion mechanism

基于stacking融合机制的自动驾驶伦理决策模型

Liu Guoman

Sheng Jing

Luo Yufeng

autonomous vehicles

ethical decision-making

stacking fusion mechanism

deep learning

No. 2, 2025 : 462-468 doi:10.19734/j.issn.1001-3695.2024.07.0280

16

Review of low light image enhancement based on deep learning

基于深度学习的低光照图像增强研究综述

Sun Fuyan

Lyu Zhun

Lyu Zongwang

low-light image enhancement

deep learning

supervised

feature extraction

unsupervised

No. 1, 2025 : 19-27 doi:10.19734/j.issn.1001-3695.2024.06.0176

17

Semantics-based local attention visual Transformer method on small datasets

小数据集上基于语义的局部注意视觉Transformer方法

Feng Xin

Wang Junjie

Zhong Sheng

Fang Tingting

deep learning

image classification

Transformer

local attention

semantics-based local attention

No. 1, 2025 : 314-320 doi:10.19734/j.issn.1001-3695.2023.11.0643

18

TRNet: triple-channel region-enhancement network for change detection based on remote sensing image

TRNet:基于遥感影像的三通道区域增强变化检测网络

Shi Weichao

Song Baogui

Guan Zongsheng

Qin Daolong

Shao Pan

remote sensing

change detection

deep learning

region enhancement

layer interaction

No. 11, 2024 : 3484-3489 doi:10.19734/j.issn.1001-3695.2024.01.0067

19

Regional temporal changes learning for action recognition

区域时间变化学习的行为识别

Yang Xingming

Xu Hao

Wang Zhiwen

Gao Xujie

Wu Kewei

Xie Zhao

action recognition

regional feature

convolutional neural network

deep learning

No. 11, 2024 : 3495-3501 doi:10.19734/j.issn.1001-3695.2024.01.0013

20

Traffic flow prediction method based on spatial temporal position attention graph neural network

基于时空位置关注图神经网络的交通流预测方法

He Ting

Zhou Yanqiu

Xin Chunhua

ST-PAGNN

traffic flow forecasting

deep learning

GCN

GRU

Trendformer

No. 10, 2024 : 2932-2938 doi:10.19734/j.issn.1001-3695.2024.01.0026

21

NDP-FD6: multi-classification detection framework for NDP flooding behaviors in IPv6 network

NDP-FD6：一种IPv6网络NDP洪泛行为多分类检测框架

Xia Wenhao

Zhang Liancheng

Guo Yi

Zhang Hongtao

Lin Bin

IPv6

NDP

flooding detection

DDoS

machine learning

deep learning

No. 10, 2024 : 3141-3148 doi:10.19734/j.issn.1001-3695.2023.12.0633

22

Overview of vision-based camera pose estimation methods

基于视觉的相机位姿估计方法综述

Wang Jing

Wang Yibo

Guo Cheng

Guo Ping

Ye Xing

Xing Shujun

camera pose estimation

deep learning

scene relationship construction

pose calculation

No. 8, 2024 : 2241-2251 doi:10.19734/j.issn.1001-3695.2023.11.0552

23

Comprehensive review of 3D scene rendering technique-neural radiance fields

3D场景渲染技术——神经辐射场的研究

Han Kai

Xu Juan

neural radiance fields(NeRF)

neural rendering

3D scene

deep learning

No. 8, 2024 : 2252-2260 doi:10.19734/j.issn.1001-3695.2023.11.0551

24

Algorithm for detecting malicious model updates of federated learning based on β-VAE

基于β-VAE的联邦学习异常更新检测算法

Zhang Renbin

Cui Yuhang

Zhang Zishi

federated learning

anomaly detection

poisoning attack

defense mechanism

deep learning

No. 8, 2024 : 2496-2501 doi:10.19734/j.issn.1001-3695.2023.11.0553

25

Visual SLAM method based on semantic association in indoor dynamic scenes

室内动态场景下基于语义关联的视觉SLAM方法

Li Yong

Liu Hongjie

Zhou Yonglu

Yu Ying

VSLAM

deep learning

pose estimation

mapping

indoor dynamic scene

No. 8, 2024 : 2528-2532 doi:10.19734/j.issn.1001-3695.2023.10.0557

26

Survey on image stitching algorithm based on deep learning

基于深度学习的图像拼接算法研究综述

Yang Lichun

Tian Bin

Dang Jianwu

homography estimation

image stitching

image rectangling

deep learning

No. 7, 2024 : 1930-1939 doi:10.19734/j.issn.1001-3695.2023.10.0528

27

Knowledge distillation algorithm based on spatial attention map

基于空间注意力图的知识蒸馏算法

Wang Liyue

Liu Yuan

knowledge distillation

knowledge transfer

model compression

deep learning

image classification

No. 6, 2024 : 1693-1698 doi:10.19734/j.issn.1001-3695.2023.10.0496

28

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

29

Survey of medical image analysis domain adaptation based on deep learning

基于深度学习的医学图像分析域自适应研究

Li Jiaxi

Liu Hongying

Wan Liang

medical image analysis

domain adaptation

domain shift

source domain

target domain

No. 5, 2024 : 1291-1300 doi:10.19734/j.issn.1001-3695.2023.08.0379

30

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

31

Research on extrapolation of radar echo prediction sequence for rainfall prediction

面向降雨预报的雷达回波预测序列外推方法

Luo Jianwen

Zou Maoyang

Yang Hao

Chen Min

Yang Kangquan

radar echo extrapolation

deep learning

recurrent neural network(RNN)

No. 4, 2024 : 1138-1142 doi:10.19734/j.issn.1001-3695.2023.07.0377

32

New advances in lightweight networks for facial expression recognition

轻量级网络在人脸表情识别上的新进展

Jiang Bin

Cui Xiaomei

Jiang Hongbin

Ding Hanqing

Yuan Junling

facial expression recognition

lightweight network

network lightweighting

deep learning

No. 3, 2024 : 663-670 doi:10.19734/j.issn.1001-3695.2023.07.0287

33

Overview of oriented object detection based on deep learning in remote sensing

基于深度学习的遥感图像旋转目标检测研究综述

Chen Tianpeng

Hu Jianwen

convolutional neural network

deep learning

remote sensing image

rotated object detection

No. 2, 2024 : 329-340 doi:10.19734/j.issn.1001-3695.2023.06.0255

34

Review of deep learning-based multi-core cache prefetching research

深度学习在多核缓存预取中的应用研究综述

Zhang Jianxun

Qiao Xinyu

Lin Binghui

deep learning

data prefetching

multi-core architecture

cache optimization

neural network

research review

No. 2, 2024 : 341-347 doi:10.19734/j.issn.1001-3695.2023.05.0231

35

On-device deep learning for smart home service recommendation framework

设备端基于深度学习的智能家居服务推荐框架

Chen Jiawen

Huang Zhiming

Cai Zezhuo

Chen Xing

Internet of Things

knowledge graph

smart home

natural language processing

similarity calculation

No. 2, 2024 : 533-539 doi:10.19734/j.issn.1001-3695.2023.06.0262

36

Restoration method for atmospheric turbulence degraded images based on generative inversion

基于生成逆推的大气湍流退化图像复原方法

Cui Haoran

Miao Zhuang

Wang Jiabao

Yu Peiyi

Wang Peilong

atmospheric turbulence

degraded image restoration

deep learning

attention mechanism

No. 1, 2024 : 282-287 doi:10.19734/j.issn.1001-3695.2023.07.0267

37

Design and optimization of hand lightweight detection algorithm based on ToF infrared images

基于ToF红外图像的手部轻量化检测算法设计与优化

Ge Chenyang

Ma Wenbiao

Qu Yuli

deep learning

hand detection

infrared images

embedded devices

No. 1, 2024 : 296-300 doi:10.19734/j.issn.1001-3695.2023.07.0278

38

Protein function prediction based on coevolutionary information and deep learning

基于协同进化信息和深度学习的蛋白质功能预测

Wang Jinlei

Ding Xueming

Qin Qiqi

Peng Boya

protein function

deep learning

coevolutionary information

language model

graph convolutional neural network

No. 12, 2023 : 3572-3577 doi:10.19734/j.issn.1001-3695.2023.04.0166

39

3D shape classification method based on joint graph convolution learning of local geometry and global structure

局部几何与全局结构联合感知的三维形状分类方法

Zhang Xiaohui

He Jinhai

Lan Pengyan

Xu Shengsi

deep learning

shape classification

three-dimensional shape

graph convolution

local geometry

global structure

No. 12, 2023 : 3828-3833 doi:10.19734/j.issn.1001-3695.2023.04.0170

40

Action recognition method with feature sampling and motion information enhancement

特征采样运动信息增强的动作识别方法

Luo Huilan

Bao Zhongsheng

deep learning

action recognition

video sampling

temporal modeling

No. 12, 2023 : 3848-3853 doi:10.19734/j.issn.1001-3695.2023.05.0216

41

Session recommendation method based on global graph diffusion and spatio-temporal awareness disentanglement

基于全局图扩散和时空感知的解缠绕会话推荐方法

Gao Rong

Zhou Hao

Shao Xiongkai

Wu Xinyun

recommendation system

deep learning

graph neural network

temporal pattern

user intention

No. 11, 2023 : 3294-3302 doi:10.19734/j.issn.1001-3695.2023.04.0126

42

Deep learning platform architecture and key technologies

深度学习平台体系架构及其关键技术

Shu Jian

Chen Jianbo

artificial intelligence

model training

deep learning

architecture

dockers

No. 11, 2023 : 3353-3357 doi:10.19734/j.issn.1001-3695.2023.03.0111

43

Joint beamforming design based on explicit channel estimation in hybrid IRS assisted massive MISO systems

混合IRS辅助大规模MISO中基于显性信道估计的联合波束成形设计

Li Ye

Wu Tingting

massive MISO

intelligent reflecting surface

beamforming

channel estimation

compressive sensing

deep learning

attention mechanism

No. 11, 2023 : 3388-3393 doi:10.19734/j.issn.1001-3695.2023.03.0118

44

Bird’s eye view map semantic segmentation algorithm based on Transformer and edge decoupling

基于Transformer和边缘解耦的鸟瞰地图语义分割算法

Liang Tianjiao

Zheng Ying

Pan Weiguo

Bao Hong

deep learning

semantic segmentation

Transformer

HD maps

No. 11, 2023 : 3432-3436 doi:10.19734/j.issn.1001-3695.2023.02.0071

45

Refining Transformer for weakly supervised image semantic segmentation

细化Transformer网络的弱监督图像语义分割

Sun Wanchun

Feng Xin

Ma Hui

Hu Lisong

deep learning

weakly supervised learning

image semantic segmentation

Transformer

No. 11, 2023 : 3515-3520 doi:10.19734/j.issn.1001-3695.2023.05.0218

46

Single-view 3D point cloud reconstruction algorithm based on priori knowledge

基于先验知识的单视图三维点云重建算法研究

Chen Yali

Li Haisheng

Wang Xiaochuan

Li Nan

point cloud

3D reconstruction

deep learning

prior knowledge

differentiable projection module

No. 10, 2023 : 3168-3172 doi:10.19734/j.issn.1001-3695.2022.12.0833

47

Lip-reading algorithm for Chinese sentences based on temporal convolutional network

基于时域卷积网络的中文句子级唇语识别算法

Liu Peipei

Jia Jingping

Chinese lip recognition

deep learning

temporal convolutional network

attention mechanism

No. 9, 2023 : 2596-2602 doi:10.19734/j.issn.1001-3695.2023.02.0051

48

RISNet：unsupervised real scene image stitching network

RISNet:无监督真实场景图像拼接网络

Zhu Yong

Fu Hui

Tang Shihua

Wang Yidi

computer vision

deep learning

image stitching

homography estimation

edge guidance

No. 9, 2023 : 2856-2862 doi:10.19734/j.issn.1001-3695.2022.11.0820

49

Fine-grained visual classification method based on knowledge distillation and target regions selection

基于知识蒸馏与目标区域选取的细粒度图像分类方法

Zhao Tingting

Gao Huan

Chang Yuguang

Chen Yarui

Wang Yuan

Yang Jucheng

fine-grained visual classification

knowledge distillation

Transformer

deep learning

No. 9, 2023 : 2863-2868 doi:10.19734/j.issn.1001-3695.2022.12.0809

50

Blind image super-resolution reconstruction based on degradation aware and sequence residuals

基于退化感知和序列残差的图像盲超分辨率重建

Liu Xin

Tang Hongmei

Xi Jianrui

Liang Chunyang

blind super-resolution

deep learning

degradation aware

sequence residuals

No. 9, 2023 : 2869-2874 doi:10.19734/j.issn.1001-3695.2022.12.0810