多模态信息融合 - arXivDaily 专题

1804.00528 2018-04-03 cs.CV 57%

Multimodal Biometric Authentication Using Choquet Integral and Genetic Algorithm

Anouar Ben Khalifa, Sami Gazzah, Najoua Essoukri Ben Amara

专题命中融合架构与评测：information fusion(abstract)；分类 cs.CV

1802.02892 2018-02-09 cs.CL cs.AI cs.CV 57%

Efficient Large-Scale Multi-Modal Classification

D. Kiela, E. Grave, A. Joulin, T. Mikolov

专题命中融合架构与评测：multi-modal fusion(abstract)；分类 cs.CV

Comments Published at AAAI-18, 7 pages

1708.02314 2017-08-09 cs.AI cs.CV cs.IT math.IT 57%

Multibiometric Secure System Based on Deep Learning

Veeru Talreja, Matthew C. Valenti, Nasser M. Nasrabadi

专题命中融合架构与评测：feature-level fusion(abstract)；分类 cs.CV

Comments To be published in Proc. IEEE Global SIP 2017

1704.00570 2017-04-13 cs.CV 57%

Spatiotemporal Networks for Video Emotion Recognition

Lijie Fan, Yunjie Ke

专题命中融合架构与评测：multimodal fusion(abstract)；分类 cs.CV

Comments The reason is that the article is just an experimental report without being reviewed carefully. There are some fatal drawbacks in this article and it may not be suitable for being published

1612.03373 2016-12-13 stat.AP cs.CV 57%

A probabilistic graphical model approach in 30 m land cover mapping with multiple data sources

Jie Wang, Luyan Ji, Xiaomeng Huang, Haohuan Fu, Shiming Xu, Congcong Li

专题命中融合架构与评测：feature-level fusion(abstract)；分类 cs.CV

Comments 38 pages, 5 figures

1606.06259 2016-11-18 cs.CL cs.MM 57%

MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos

Amir Zadeh, Rowan Zellers, Eli Pincus, Louis-Philippe Morency

专题命中融合架构与评测：multimodal fusion(abstract)；分类 cs.MM

Comments Accepted as Journal Publication in IEEE Intelligent Systems

Journal ref IEEE Intelligent Systems 31.6 (2016): 82-88

1502.01094 2016-01-20 stat.ML cs.CV cs.LG 57%

Multimodal Task-Driven Dictionary Learning for Image Classification

Soheil Bahrampour, Nasser M. Nasrabadi, Asok Ray, W. Kenneth Jenkins

专题命中融合架构与评测：feature-level fusion(abstract)；分类 cs.CV

Comments To appear at IEEE Transactions on Image Processing

1402.5792 2014-10-01 cs.CV 57%

A Novel Scheme for Intelligent Recognition of Pornographic Images

Seyed Mostafa Kia, Hossein Rahmani, Reza Mortezaei, Mohsen Ebrahimi Moghaddam, Amer Namazi

专题命中融合架构与评测：information fusion(abstract)；分类 cs.CV

1207.5064 2012-07-24 cs.CV 57%

A Novel Metric Approach Evaluation For The Spatial Enhancement Of Pan-Sharpened Images

Firouz Abdullah Al-Wassai, Dr. N. V. Kalyankar

专题命中融合架构与评测：image fusion(abstract)；分类 cs.CV

Comments arXiv admin note: substantial text overlap with arXiv:1110.4970

Journal ref International Conference of Advanced Computer Science & Information Technology (ACSIT-2012),July 15, 2012, Chennai, India

0806.2006 2012-01-09 cs.CV cs.AI 57%

Fusion de classifieurs pour la classification d'images sonar

Arnaud Martin

专题命中融合架构与评测：information fusion(abstract)；分类 cs.CV

Journal ref Revue Nationale des Technologies de l'Information E, 5 (2005) 259-268

1109.1145 2011-09-07 cs.MM 57%

A Survey on Web Multimedia Mining

Pravin M. Kamde, Dr. Siddu. P. Algur

专题命中融合架构与评测：information fusion(abstract)；分类 cs.MM

Comments 13 Pages; The International Journal of Multimedia & Its Applications (IJMA) Vol.3, No.3, August 2011

1002.2755 2010-02-26 cs.CV cs.AI 57%

Multibiometrics Belief Fusion

Dakshina Ranjan Kisku, Jamuna Kanta Sing, Phalguni Gupta

专题命中融合架构与评测：multimodal fusion(abstract)；分类 cs.CV

Comments 4 pages, 3 figures

Journal ref ICMV 2009

2605.17470 2026-05-20 cs.CV cs.MM eess.IV 56%

EchoSR: Efficient Context Harnessing for Lightweight Image Super-Resolution

EchoSR: 为轻量图像超分辨率实现高效的上下文利用

Hanli Zhao, Binhao Wang, Shihao Zhao, Tao Wang, Kaihao Zhang, Wanglong Lu

机构 * College of Computer Science and Artificial Intelligence, Wenzhou University, Wenzhou 325000, China（温州大学计算机科学与人工智能学院）； vivo BlueImage Lab, vivo Mobile Communication Co., Ltd, Shanghai 200100, China（vivo蓝影实验室，vivo移动通信有限公司，上海200100，中国）； College of Engineering and Computer Science, Australian National University, Canberra, Australia（工程与计算机科学学院，澳大利亚国立大学，堪培拉，澳大利亚）； The AI/Analytics Team, Nasdaq, St. John’s, Canada（AI/分析团队，纳斯达克，圣约翰，加拿大）

专题命中融合架构与评测：分类 cs.CV、eess.IV、cs.MM；information fusion(comments)

AI总结本文提出EchoSR框架，通过统一多尺度感受野建模和层次化上下文融合，提升了轻量图像超分辨率的效率和效果，同时在多个基准上优于现有方法，并实现了约两倍的速度提升。

Comments Accepted by Information Fusion; 20 pages, 17 figures

2501.03596 2026-03-11 cs.HC 56%

Exploring EEG and Eye Movement Fusion for Multi-Class Target RSVP-BCI

探索EEG和眼动融合用于多类目标RSVP-BCI

Xujin Li, Wei Wei, Kun Zhao, Jiayu Mao, Yizhuo Lu, Shuang Qiu, Huiguang He

专题命中融合架构与评测：multi-modal fusion(abstract)；information fusion(journal_ref)

AI总结本文提出MTREE-Net，通过融合EEG和眼动数据提升多类RSVP-BCI的解码性能。

Comments 17 pages, 9 figures

Journal ref Information Fusion, 2025, 121: 103135

1906.00770 2021-08-11 eess.SY cs.SY 56%

Decentralized Multi-target Tracking in Urban Environments: Overview and Challenges

Donald J. Bucci, Pramod K. Varshney

专题命中融合架构与评测：information fusion(abstract,comments)

Comments 22nd International Conference on Information Fusion

2002.09485 2020-02-25 cs.SI cs.CY cs.LG 56%

The Four Dimensions of Social Network Analysis: An Overview of Research Methods, Applications, and Software Tools

David Camacho, Àngel Panizo-LLedot, Gema Bello-Orgaz, Antonio Gonzalez-Pardo, Erik Cambria

专题命中融合架构与评测：information fusion(abstract,comments)

Comments This paper is currently under evaluation in Information Fusion journal

1706.05913 2017-06-20 cs.CR cs.DB 56%

Fusing restricted information

Magnus Jändel, Pontus Svenson, Ronnie Johansson

专题命中融合架构与评测：information fusion(abstract,journal_ref)

Comments 9 pages, author contacts: xpontus@gmail.com, ronniej@kth.se

Journal ref Proc 17th Int Conf on Information Fusion (2014)

1312.5515 2013-12-20 cs.AI 56%

Conservative, Proportional and Optimistic Contextual Discounting in the Belief Functions Theory

Marek Kurdej, Véronique Cherfaoui

专题命中融合架构与评测：information fusion(abstract,journal_ref)

Comments 7 pages

Journal ref 16th International Conference on Information Fusion, Istanbul : Turkey (2013)

0807.1906 2009-12-01 cs.AI 56%

Extension of Inagaki General Weighted Operators and A New Fusion Rule Class of Proportional Redistribution of Intersection Masses

Florentin Smarandache

专题命中融合架构与评测：information fusion(abstract,comments)

Comments 6 pages; SWIFT 2008 - Skovde Workshop on Information Fusion Topics, Sweden;

Journal ref International Journal of Artificial Intelligence, Vol. 3, No. A09, 79-85, 2009

cs/0305027 2009-11-30 cs.AI cs.NE 56%

Managing Inconsistent Intelligence

Johan Schubert

专题命中融合架构与评测：information fusion(abstract,journal_ref)

Comments 7 pages, 3 figures

Journal ref in Proceedings of the Third International Conference on Information Fusion (FUSION 2000), pp. TuB4/10-16, Paris, France, 10-13 July 2000, International Society of Information Fusion, Sunnyvale, 2000

2306.09675 2023-10-16 cs.LG cs.CV cs.MM 54%

Multi-View Class Incremental Learning

Depeng Li, Tianqi Wang, Junwei Chen, Kenji Kawaguchi, Cheng Lian, Zhigang Zeng

专题命中融合架构与评测：information fusion(comments,journal_ref)；分类 cs.CV、cs.MM

Comments Accepted to Information Fusion

Journal ref Information Fusion, 2023, 102, 102021

1908.08815 2019-08-26 eess.SP cs.CV stat.ML 54%

Spooky effect in optimal OSPA estimation and how GOSPA solves it

Ángel F. García-Fernández, Lennart Svensson

专题命中融合架构与评测：information fusion(comments,journal_ref)；分类 cs.CV、eess.SP

Comments This paper received the third best paper award at the 22nd International Conference on Information Fusion, Ottawa, Canada, 2019. Matlab code of the GOSPA metric can be found in https://github.com/abusajana/GOSPA . Additional information on MTT can be found in the online course https://www.youtube.com/channel/UCa2-fpj6AV8T6JK1uTRuFpw

Journal ref Proceedings of the 22nd International Conference on Information Fusion, 2019

2501.16106 2026-08-21 cs.CL 版本更新 50%

Explainable Multimodal Depression Recognition in Clinical Interviews via PHQ-Aligned Symptom Summarization

基于PHQ对齐症状总结的临床访谈中可解释多模态抑郁识别

Wenjie Zheng, Qiming Xie, Jianfei Yu, Yang Wang, Lei Cao, Fei Wang, Shijin Wang, Rui Xia, Chengqing Zong

专题命中融合架构与评测：multimodal fusion(abstract)

AI总结该研究针对临床访谈多模态抑郁识别的可解释性不足问题，提出Explain-MDRC框架，构建含PHQ-8对齐注释的Explain-DAIC数据集，开发PhqCML模型，提升识别性能并提供可解释中间证据。

2608.19052 2026-08-20 cs.CR 新提交 50%

Malformer: A Multi-Modal Malware Detector Using Transformers

Malformer：一种基于Transformer的多模态恶意软件检测器

Samuel Howard, Kshitiz Aryal, Mahmoud Abdelsalam, Maanak Gupta, Andrew Wheeler, Pradip Kunwar

专题命中融合架构与评测：multimodal fusion(abstract)

AI总结本研究提出四模态恶意软件检测模型Malformer，融合文本、图像、图形、音频表示，采用多模态Transformer融合，在201549个样本数据集上准确率98.3%，优于单/双模态检测器，为恶意软件防御提供稳健基础。

2608.18438 2026-08-20 cs.CL cs.AI cs.LG 新提交 50%

Pedagogical AI in Mental Health: A Tri-Stream Fine-Tuned LLM Framework for Automated Clinical Supervision and Risk Triage

心理健康领域的教学式AI：用于自动化临床监督与风险分诊的三通路微调大语言模型框架

Shreeya Sharma, Ravish Gupta, Saket Kumar, Abhishek Aggarwal

机构 * Microsoft（微软）； BigCommerce ； University at Buffalo, The State University of New York（纽约州立大学布法罗分校）； Amazon（亚马逊）

专题命中融合架构与评测：multi-modal fusion(abstract)

AI总结针对精神医疗的监督缺口，提出三通路微调Mistral-7B-instruct框架，实现自动化临床监督与风险分诊，提升效率并解决冷启动问题。

Comments 14 pages, 1 figure, 2 tables. Accepted for publication in AICTC 2026, Lecture Notes in Networks and Systems, vol. 2165, Springer

2504.09654 2026-08-20 stat.AP 版本更新 50%

A flexible Bayesian framework for detecting cross-sample spatial expression variability in heterogeneous tissues

用于检测异质性组织中跨样本空间表达变异性的灵活贝叶斯框架

Meng Zhou, Shuangge Ma, Mengyun Wu

专题命中融合架构与评测：information fusion(abstract)

AI总结本研究提出一种灵活的贝叶斯框架，结合非参数空间建模与跨样本信息共享，可检测异质性组织的跨样本空间可变基因，用于描绘组织域并发现功能基因簇。

2608.17124 2026-08-19 cs.AI 新提交 50%

A decodability criterion predicts when hidden-state selection beats majority voting in large language models

可解码性准则预测大型语言模型中隐藏状态选择何时优于多数投票

Zhixiang wang, Ziliang Hong, Ulas Bagci

机构 * Northwestern University（西北大学）

专题命中融合架构与评测：information fusion(abstract)

AI总结该研究提出可解码性准则及CASE方法，可预测大型语言模型中隐藏状态选择何时优于多数投票，CASE在通用和医疗LLM的中、高难度问题上均有显著提升，且预测可跨领域迁移。

2608.17916 2026-08-19 cs.IT math.IT 新提交 50%

On the Estimation of Chernoff Information

关于Chernoff信息的估计

Kadircan Aksoy, Peter Jung

专题命中融合架构与评测：information fusion(abstract)

AI总结针对Chernoff信息非参数估计的难题，通过导数条件重构优化并结合k近邻法与二分法，证明了导数估计量的L₂一致性，提出了Chernoff信息的非参数估计方法。

2608.15999 2026-08-18 cs.AI 新提交 50%

MUPA$^{2}$E: Multimodal Unified Perception with Asymmetric Attention for Emotion Assessment

MUPA²E：用于情绪评估的非对称注意力多模态统一感知框架

Stefanos Gkikas, Eric Nichols, Christian Arzate Cruz, Randy Gomez

机构 * Honda Research Institute Japan（日本本田研究所）

专题命中融合架构与评测：multimodal fusion(abstract)

AI总结本文提出MUPA²E多模态统一感知框架，用共享非对称注意力骨干处理面部视频与EEG，在DMER数据集上对比多配置，发现时长线索影响分类，控制时长后准确率下降，证明统一架构处理异质信号的可行性。

2608.07183 2026-08-10 cs.LG 新提交 50%

Conformal Fusion Under Missing Modalities

缺失模态下的共形融合

Alireza Moayedikia

机构 * Swinburne University of Technology（斯威本科技大学）

专题命中融合架构与评测：multimodal fusion(abstract)

AI总结本文提出MCCF架构，解决缺失模态下的多模态融合问题，该架构兼具模态缺失鲁棒性与校准不确定性，在多基准测试中表现出良好的覆盖率与精度性能。

1. 融合架构与评测 1417 篇

Multimodal Biometric Authentication Using Choquet Integral and Genetic Algorithm

Efficient Large-Scale Multi-Modal Classification

Multibiometric Secure System Based on Deep Learning

Spatiotemporal Networks for Video Emotion Recognition

A probabilistic graphical model approach in 30 m land cover mapping with multiple data sources

MOSI: Multimodal Corpus of Sentiment Intensity and Subjectivity Analysis in Online Opinion Videos

Multimodal Task-Driven Dictionary Learning for Image Classification

A Novel Scheme for Intelligent Recognition of Pornographic Images

A Novel Metric Approach Evaluation For The Spatial Enhancement Of Pan-Sharpened Images

Fusion de classifieurs pour la classification d'images sonar

A Survey on Web Multimedia Mining

Multibiometrics Belief Fusion

EchoSR: Efficient Context Harnessing for Lightweight Image Super-Resolution

Exploring EEG and Eye Movement Fusion for Multi-Class Target RSVP-BCI

Decentralized Multi-target Tracking in Urban Environments: Overview and Challenges

The Four Dimensions of Social Network Analysis: An Overview of Research Methods, Applications, and Software Tools

Fusing restricted information

Conservative, Proportional and Optimistic Contextual Discounting in the Belief Functions Theory

Extension of Inagaki General Weighted Operators and A New Fusion Rule Class of Proportional Redistribution of Intersection Masses

Managing Inconsistent Intelligence

Multi-View Class Incremental Learning

Spooky effect in optimal OSPA estimation and how GOSPA solves it

Explainable Multimodal Depression Recognition in Clinical Interviews via PHQ-Aligned Symptom Summarization

Malformer: A Multi-Modal Malware Detector Using Transformers

Pedagogical AI in Mental Health: A Tri-Stream Fine-Tuned LLM Framework for Automated Clinical Supervision and Risk Triage

A flexible Bayesian framework for detecting cross-sample spatial expression variability in heterogeneous tissues

A decodability criterion predicts when hidden-state selection beats majority voting in large language models

On the Estimation of Chernoff Information

MUPA$^{2}$E: Multimodal Unified Perception with Asymmetric Attention for Emotion Assessment

Conformal Fusion Under Missing Modalities