Searchmultimodalreturned 90 results

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1

Multimodal stock price trend forecasting based on large language models and attention mechanisms

基于大语言模型与注意力机制的多模态股票价格趋势预测

Deng Liguo

Liu Shi

Sha Wendan

stock price trend forecast

multimodal

attention mechanism

Accepted Paper No. 7, 2026 : doi:10.19734/j.issn.1001-3695.2025.11.0471

2

Prompt-learning-based multimodal sentiment analysis under missing modalities

模态缺失下基于提示学习的多模态情感分析

Zheng Mingzhou

Miao Yuqing

Liu Tonglai

Zhang Wanzhen

Cai Guoyong

multimodal sentiment analysis

missing modality

prompt learning

quality assessment

shared Fusion

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.10.0430

3

Expert-driven multi-information domain collaborative multimodal sentiment analysis

基于专家模型驱动多信息域协同的多模态情感分析

Feng Guang

Lin Yibao

Liu Xinting

Sun Xiangli

Huang Junhui

Liao Beirong

Zhou Kedong

multimodal sentiment analysis

mixture-of-experts

multi-domain

semantic completion

sharpness factor

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.10.0435

4

Impli-r1: multi-modal reasoning-driven method for implicit attribute value extraction

Impli-R1：结合多模态推理的隐性属性值抽取方法

Chen Qi

Yu Bihui

Wei Jingxuan

Wang Haiguang

Shi Huiyang

Wu Gaowei

Sun Linzhuang

multimodal attribute value extraction

multimodal reasoning

supervised fine-tuning

reinforcement learning

Accepted Paper No. 6, 2026 : doi:10.19734/j.issn.1001-3695.2025.10.0436

5

Disentangled and stain-normalized co-attention-based fusion network

用于肺癌亚型分类的解耦染色归一化共注意力多模态融合网络

Zhang Huinan

Qiang Yan

Cai Meiling

Zhao Juanjuan

Zhang Runqi

Wang Long

Yang Qianqian

disentangled feature representation

co-attention mechanism

multimodal fusion

pathological image

lung cancer subtype classification

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0367

6

Multimodal named entity recognition approach based on hierarchical gating and dual contrastive supervision mechanisms

基于分层门控与双重对比监督机制的多模态命名实体识别方法

Liu Siting

Xu Yanli

multi-modal named entity recognition

hierarchical gating

cross-modal alignment

contrastive supervision

Accepted Paper No. 5, 2026 : doi:10.19734/j.issn.1001-3695.2025.10.0396

7

Chinese zero-shot stance detection based on glyph

基于字形的中文零样本立场检测

Fu Shufan

Wang Zhongqing

Miao Yifei

zero-shot stance detection

pictographic feature

semantic enhancement strategy

multimodal

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.09.0279

8

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

9

Occluded object 6D pose estimation using cross-modal feature fusion and color-guided registration

融合跨模态特征与颜色引导的遮挡目标6D位姿估计算法

Jia Junying

Ai Liang

Lu Xin

occluded scene pose estimation

multimodal feature fusion network

point cloud registration

cross-modal feature modeling

robotic grasping

Accepted Paper No. 4, 2026 : doi:10.19734/j.issn.1001-3695.2025.07.0288

10

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

11

Survey on intelligent garment pattern generation

智能服装版型生成技术研究综述

Zhang Jiafu

Shi Yingjie

Du Fang

garment pattern generation

deep learning

multimodal models

sewing pattern

pattern dataset

evaluation metric

virtual try-on

No. 3, 2026 : 651-663 doi:10.19734/j.issn.1001-3695.2025.07.0258

12

Multimodal sentiment analysis based on generative reconstruction and interactive self-mining in scenario of missing modalities

模态缺失场景下基于生成重构和交互式自挖掘的多模态情感分析

Feng Guang

Zhou Kedong

Wu Wenyan

Huang Junhui

Lin Yibao

Liu Xinting

Zhao Zhiwen

Su Xu

multimodal sentiment analysis

missing modality

generative prompts

reconstruction

self-mining

zero-slot insertion

No. 3, 2026 : 664-671 doi:10.19734/j.issn.1001-3695.2025.07.0269

13

Multimodal sentiment analysis model based on unified alignment and multi-stage fusion

基于统一对齐与多阶段融合机制的多模态情感分析模型

Feng Guang

Liu Xinting

Lin Yibao

Zhao Zhiwen

Xiao Junhong

Zhou Kedong

Huang Junhui

multimodal sentiment analysis

cross-modal feature fusion

unified semantic alignment

dynamic fusion regulation

hierarchical residual mechanism

cross-modal robustness

No. 2, 2026 : 342-352 doi:10.19734/j.issn.1001-3695.2025.06.0214

14

Global-local interaction with contrastive learning for multimodal emotion recognition in conversations

基于全局-局部交互与对比学习的多模态对话情感识别

Niu Yan

Yue Ying

Li Jun

multimodal emotion recognition

multimodal fusion

global-local interaction mechanism

contrastive learning

modal balance optimization

No. 2, 2026 : 353-360 doi:10.19734/j.issn.1001-3695.2025.07.0229

15

Multimodal emotion recognition in conversation based on hypergraph learning and pairwise cross-modal fusion

基于超图学习与成对跨模态融合的多模态对话情绪识别

Li Shangwang

Miao Yuqing

Liu Tonglai

Zhang Wanzhen

Zhou Ming

emotion recognition in conversation

hypergraph

cross-modal fusion

dual-stream gated attention network

Transformer

No. 2, 2026 : 361-368 doi:10.19734/j.issn.1001-3695.2025.07.0233

16

Multi-scale dual attention and multimodal fusion for ECG classification

基于多尺度双重注意力与多模态融合的心电图分类模型

Zhang Lina

Wang Boyi

Zhang Chenyu

Jiang Tian

Shen Tengfei

ECG classification

multi-scale fusion

attention mechanisms

multimodal fusion

No. 2, 2026 : 377-384 doi:10.19734/j.issn.1001-3695.2025.08.0244

17

Multi-source fusion and causal inference methods for sports injury early warning

面向运动伤害预警的多源融合与因果推断方法

Wei Xiaoxiao

Liu Feng

Guo Hong

multimodal sensor fusion

sports injury prediction

self-supervised learning

temporal modeling

model interpreta-bility

causal inference

No. 2, 2026 : 479-485 doi:10.19734/j.issn.1001-3695.2025.06.0181

18

Hierarchical pose estimation with multimodal fusion and spherical sampling

多模态融合与球面采样的层级式位姿估计

Li Xin

Kuang Liqun

Zhao Rong

Han Huiyan

Yang Xiaowen

6 degrees of freedom(6DoF)

pose estimation

multimodal fusion

cross-model feature alignment

attention mechanism

No. 2, 2026 : 617-625 doi:10.19734/j.issn.1001-3695.2025.05.0195

19

Review of research on fake news detection based on multimodal dynamic graph learning

基于多模态动态图学习的假新闻检测研究综述

Yang Yu

Guo Rui

Gao Minna

Wang Yifan

Lu Yaolin

fake news detection

multimodal fusion

dynamic graph learning

lightweight design

No. 12, 2025 : 3534-3542 doi:10.19734/j.issn.1001-3695.2025.04.0136

20

Multimodal hate meme detection based on fusion of causal mask control and counterfactual intervention mechanism

基于因果掩码控制与反事实干预机制融合的多模态仇恨模因检测

Xu Chao

Pu Yue

Chen Yong

Sun Kaili

multimodal learning

hate meme detection

causal relationship

counterfactual intervention

attention mechanism

No. 12, 2025 : 3559-3565 doi:10.19734/j.issn.1001-3695.2025.04.0137

21

Sentiment analysis of multimodal adaptive feature fusion based on adversarial training

基于对抗训练与多模态自适应特征融合的情感分析

Feng Guang

Huang Rongcan

Zhou Yuanhua

Xiang Feng

Yang Yanru

Zheng Runting

Liu Tianxiang

Li Weichen

adaptive weights

adversarial training

multi-categorization

cross-attention

mask feature enhancement

No. 12, 2025 : 3566-3573 doi:10.19734/j.issn.1001-3695.2025.05.0138

22

Human-AI cooperative creation of multimodal interactive content via large language models

基于大语言模型的多模态互动内容人机协作创作

Zhao Yunlong

Hu Chengpeng

Lan Wenxing

Yuan Bo

Liu Jialin

automatic game creation

procedural content generation

large language model(LLMs)

video game description language(VGDL)

cooperative creation

No. 12, 2025 : 3582-3593 doi:10.19734/j.issn.1001-3695.2025.05.0160

23

3D object detection algorithm based on BEV multimodal feature fusion

基于BEV多模态特征融合的三维目标检测算法

Li Xun

Zhang Youbing

Zhou Kui

Fu Yongzhi

Song Jie

BEV features

data preprocessing

global attention fusion

KITTI datasets

3D object detection

No. 12, 2025 : 3823-3831 doi:10.19734/j.issn.1001-3695.2025.03.0101

24

Multimodal long-tail micro-video recommendation based on graph neural networks

基于图神经网络的多模态长尾微视频推荐算法

Luo Chen

You Jinguo

Wan Xiaorong

Li Xiaowu

multimodal recommendation

long-tail problem

graph neural network

micro-video

attention mechanism

No. 11, 2025 : 3363-3369 doi:10.19734/j.issn.1001-3695.2025.02.0058

25

Multimodal large model training strategy for functional image data

面向函数图像数据的多模态大模型训练策略

Ming Yibo

Chen Yanmin

Zhao Jialu

multimodal large language model(MLLM)

chain thinking reasoning

instruction fine-tuning

low-rank adaptation(LoRA)

No. 11, 2025 : 3421-3429 doi:10.19734/j.issn.1001-3695.2025.02.0063

26

SFN-D: depth completion method for sparse depth maps in autonomous driving

面向自动驾驶的稀疏深度图补全方法SFN-D

Wu Bin

Zhao Haiyan

Cao Jian

Chen Qingkui

depth completion

multimodal fusion

autonomous driving

sparse depth map

No. 11, 2025 : 3476-3481 doi:10.19734/j.issn.1001-3695.2025.02.0053

27

SC-Net：dual-path brain tumor segmentation method based on spatial attention using Mamba and channel interaction attention unit

基于Mamba空间注意力与通道交互注意力模块的双路径脑肿瘤分割方法

Li Bing

Liu Yan

multimodal MRI

brain tumor segmentation

attention mechanism

Mamba

spatial and channel attention

No. 11, 2025 : 3482-3488 doi:10.19734/j.issn.1001-3695.2025.01.0051

28

Multimodal named entity recognition method based on multi-granularity progressive fusion

基于多粒度渐进式融合的多模态命名实体识别方法

Ying Xujian

Zhu Yanhui

Chen Hao

Man Fangteng

Zhang Zhixuan

multimodal named entity recognition(MNER)

multimodal fusion

multi-granularity

progressive fusion

named entity recognition(NER)

No. 10, 2025 : 3027-3033 doi:10.19734/j.issn.1001-3695.2025.03.0071

29

Advances in attribute value extraction for E-commerce

面向电子商务的属性值提取研究进展

Ning Qinwei

Ding Cangfeng

Ma Lerong

Shi Dongyan

Cao Jiangjiang

E-commerce

attribute value extraction

deep learning

multimodal

large language models

No. 9, 2025 : 2572-2582 doi:10.19734/j.issn.1001-3695.2025.02.0031

30

Multimodal sentiment analysis model based on multi-task joint learning and adaptive fusion

基于多任务联合学习与自适应融合的多模态情感分析模型

Fan Jidong

Zhong Zhaoman

Han Tianle

Li Menghan

Cui Xinru

Xu Jin

multimodal sentiment analysis

multi-task learning

heterogeneous characteristics

self-adaptive fusion

multiscale feature

multimodal fusion

No. 9, 2025 : 2583-2589 doi:10.19734/j.issn.1001-3695.2025.03.0038

31

Multimodal dialogue model and applications based on modality-sensitive attention mechanism

基于模态敏感注意力机制的多模态对话模型及应用

Du Wei

Zhu Xiaoying

Xu Fangmin

Zheng Jiansheng

Zhu Fuxi

Gong Mingmin

Li Ziyu

multimodal dialogue system

cross-modal features

sensitive differences

modality-sensitive attention mechanism

master-slave modality

No. 9, 2025 : 2590-2598 doi:10.19734/j.issn.1001-3695.2025.02.0043

32

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

33

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

No. 9, 2025 : 2868-2874 doi:10.19734/j.issn.1001-3695.2024.11.0507

34

Method for generating clothing model images based on stable diffusion and adaptive enhancement techniques

基于稳定扩散与自适应增强技术的服装模特图像生成方法

Liu Dawei

Yu Bihui

Shi Jiawei

Wei Jingxuan

Shi Huiyang

Jin Hexuan

Sun Linzhuang

stable diffusion

image generation

adaptive enhancement

model fine-tuning

multimodal evaluation

No. 8, 2025 : 2267-2273 doi:10.19734/j.issn.1001-3695.2025.01.0008

35

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(MNER)

semantic alignment bias

semantic enhancement

modal synergy

attention mechanism

No. 8, 2025 : 2390-2397 doi:10.19734/j.issn.1001-3695.2025.01.0021

36

Review of multimodal pedestrian re-identification

多模态行人重识别研究综述

Shi Ruixin

Zhi Min

Yin Yanjun

RE-ID

multimodal fusion

data fusion

feature fusion

model fusion

No. 7, 2025 : 1921-1929 doi:10.19734/j.issn.1001-3695.2024.11.0433

37

Human emotion recognition in images based on text-image contrastive fusion

基于图文对比融合的图像人物情感识别

Tian Yule

Wang Yiding

emotion recognition

vision-language model

context awareness

multimodal fusion

No. 7, 2025 : 1972-1977 doi:10.19734/j.issn.1001-3695.2024.12.0497

38

Deep feature interaction and hierarchical multimodal fusion for emotion recognition

基于深度特征交互与层次化多模态融合的情感识别模型

Wang Jian

Zhao Xiaoming

Wang Chenglong

Zhang Shiqing

Zhao Shuchang

multimodal emotion recognition

hierarchical fusion

multi-scale fusion

feature fusion

No. 7, 2025 : 1978-1985 doi:10.19734/j.issn.1001-3695.2024.11.0487

39

Reverse-focus fine-grained multimodal semantic alignment for video captioning

反向聚焦细粒度多模态语义对齐的视频字幕模型

Cai Xia

Luo Huilan

Wan Siqi

video captioning

multimodal

reverse attention

semantic alignment

semantic gap

No. 7, 2025 : 1986-1993 doi:10.19734/j.issn.1001-3695.2024.11.0492

40

Paper-cutting image classification enhanced by CLIP text features

基于CLIP文本特征增强的剪纸图像分类

Zhang Xinsheng

Chen Ding

Qin Yibing

visual language large model

paper-cut classification

few-shot classification

multimodal fusion

prompt learning

No. 7, 2025 : 1994-2002 doi:10.19734/j.issn.1001-3695.2024.11.0485

41

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(DRL)

multimodal

self-attention mechanism

DSAC-PERDP algorithm

No. 6, 2025 : 1624-1631 doi:10.19734/j.issn.1001-3695.2024.11.0476

42

Multimodal entity alignment based on dual-generator shared-adversarial network

基于生成对抗网络与渐进式融合的多模态实体对齐

Feng Guang

Zheng Runting

Liu Tianxiang

Yang Yanru

Lin Jianzhong

Zhong Ting

Huang Rongcan

Xiang Feng

Li Weichen

knowledge graph(KG)

entity alignment

adversarial network

dual generator

parameter sharing

progressive fusion

distribution consistency

No. 6, 2025 : 1632-1640 doi:10.19734/j.issn.1001-3695.2024.11.0467

43

Multimodal dialogue emotion perception algorithm based on feature divergence

基于特性分流的多模态对话情绪感知算法

Ren Qinze

Yuan Ye

Fu Keting

Fu Junxiu

Xu Kang

Liu Na

multimodal emotion recognition

graph neural networks

hypercomplex number system

pairwise feature fusion

dialogue emotion perception

No. 6, 2025 : 1641-1647 doi:10.19734/j.issn.1001-3695.2024.12.0466

44

ProgCoPL: progressive co-prompting learning for vision-language models

面向视觉-语言模型的递进互提示学习

Tao Junjie

Zhang Weifeng

Wang Yuxia

Miao Yi

Xu Ling

multimodal

prompt learning

vision-language model

Transformer encoder

No. 6, 2025 : 1648-1655 doi:10.19734/j.issn.1001-3695.2024.10.0446

45

Research on multimodal image registration method combining multi-scale features and local sampling description

结合多尺度特征与局部采样描述的多模态图像配准方法

Jia Zhiyou

Wang Guogang

multimodal images registration

nonlinear scale space

phase coherence

double Gaussian sampling descriptor

nonlinear radial disparity

No. 6, 2025 : 1887-1893 doi:10.19734/j.issn.1001-3695.2024.08.0351

46

Comprehensive review of sarcasm detection for social media

面向社交媒体的讽刺检测研究综述

Yu Bengong

Li Chenyue

sarcasm detection

social media

multimodal

research review

No. 4, 2025 : 961-974 doi:10.19734/j.issn.1001-3695.2024.08.0317

47

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

48

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

49

Multimodal micro-expression recognition based on improved 3D ResNet18

基于改进3D ResNet18的多模态微表情识别

Liang Yan

Huang Runcai

Lu Shicheng

micro-expression recognition

3D ResNet18

dual-modal

CASANet

No. 3, 2025 : 903-910 doi:10.19734/j.issn.1001-3695.2024.04.0216

50

Weakly supervised multimodal sentiment analysis based on deep fine-grained alignment of image and text

基于深度图文细粒度对齐的弱监督多模态情感分析

Liu Zhou

Ma Liping

Zhang Haiyan

multimodal sentiment analysis

fine-grained modal alignment

deep cross-modal interaction

residual attention

No. 2, 2025 : 419-424 doi:10.19734/j.issn.1001-3695.2024.07.0285