arXivDaily arXiv每日学术速递 周一至周五更新

AI 大模型

多模态大模型

跨文本、图像、视频、音频等模态的大模型与学习方法。

共收录 6887 信号源:cs.CV, cs.CL, cs.AI, cs.MM, eess.AS

1. 多模态训练与对齐 6887 篇

2312.14433 2024-08-01 cs.IR cs.MM 79%

Attribute-driven Disentangled Representation Learning for Multimodal Recommendation

Zhenyang Li, Fan Liu, Yinwei Wei, Zhiyong Cheng, Liqiang Nie, Mohan Kankanhalli

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.MM

Comments ACM Multimedia 2024 Accepted

Journal ref In Proceedings of the 32st ACM International Conference on Multimedia (MM '24), 2024

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2308.14484 2024-07-31 cs.CL 79%

Multimodal Detection of Bots on X (Twitter) using Transformers

Loukas Ilias, Ioannis Michail Kazelidis, Dimitris Askounis

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CL

Comments IEEE Transactions on Information Forensics and Security (Accepted)

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2407.19886 2024-07-30 cs.AI 79%

A Unified Graph Transformer for Overcoming Isolations in Multi-modal Recommendation

Zixuan Yi, Iadh Ounis

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.AI

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2404.09640 2024-07-24 cs.CV 79%

CREST: Cross-modal Resonance through Evidential Deep Learning for Enhanced Zero-Shot Learning

Haojian Huang, Xiaozhen Qiao, Zhuo Chen, Haodong Chen, Bingyu Li, Zhe Sun, Mulin Chen, Xuelong Li

专题命中 多模态训练与对齐 :cross-modal(title,abstract);分类 cs.CV

Comments Accepted by ACM MM 2024; 10 pages, 2 Tables, 9 Figures; Repo is available at: https://github.com/JethroJames/CREST

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2407.15819 2024-07-23 cs.CV 79%

Accelerating Pre-training of Multimodal LLMs via Chain-of-Sight

Ziyuan Huang, Kaixiang Ji, Biao Gong, Zhiwu Qing, Qinglong Zhang, Kecheng Zheng, Jian Wang, Jingdong Chen, Ming Yang

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

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2407.14439 2024-07-22 cs.CV 79%

Token-level Correlation-guided Compression for Efficient Multimodal Document Understanding

Renshan Zhang, Yibo Lyu, Rui Shao, Gongwei Chen, Weili Guan, Liqiang Nie

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

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2407.14188 2024-07-22 eess.IV cs.CV 79%

TaGAT: Topology-Aware Graph Attention Network For Multi-modal Retinal Image Fusion

Xin Tian, Nantheera Anantrasirichai, Lindsay Nicholson, Alin Achim

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.CV

Comments 11 pages, 2 figures, accepted by MICCAI 2024

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2407.12338 2024-07-18 cs.IR cs.AI 79%

GUME: Graphs and User Modalities Enhancement for Long-Tail Multimodal Recommendation

Guojiao Lin, Zhen Meng, Dongjie Wang, Qingqing Long, Yuanchun Zhou, Meng Xiao

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.AI

Comments 11 pages, accepted by CIKM 2024

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2407.12309 2024-07-18 cs.CL 79%

MEDFuse: Multimodal EHR Data Fusion with Masked Lab-Test Modeling and Large Language Models

Thao Minh Nguyen Phan, Cong-Tinh Dao, Chenwei Wu, Jian-Zhe Wang, Shun Liu, Jun-En Ding, David Restrepo, Feng Liu, Fang-Ming Hung, Wen-Chih Peng

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CL

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2403.03281 2024-07-18 cs.LG cs.AI 79%

Credibility-Aware Multi-Modal Fusion Using Probabilistic Circuits

Sahil Sidheekh, Pranuthi Tenali, Saurabh Mathur, Erik Blasch, Kristian Kersting, Sriraam Natarajan

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.AI

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2407.11683 2024-07-17 cs.CV 79%

Distractors-Immune Representation Learning with Cross-modal Contrastive Regularization for Change Captioning

Yunbin Tu, Liang Li, Li Su, Chenggang Yan, Qingming Huang

专题命中 多模态训练与对齐 :cross-modal(title,abstract);分类 cs.CV

Comments Accepted by ECCV 2024

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2403.05060 2024-07-17 cs.MM cs.HC 79%

Multimodal Infusion Tuning for Large Models

Hao Sun, Yu Song, Xinyao Yu, Jiaqing Liu, Yen-Wei Chen, Lanfen Lin

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.MM

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2402.05355 2024-07-17 cs.CY cs.AI 79%

A Survey on Safe Multi-Modal Learning System

Tianyi Zhao, Liangliang Zhang, Yao Ma, Lu Cheng

专题命中 多模态训练与对齐 :multi-modal(title);multimodal(abstract);分类 cs.AI

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2407.09781 2024-07-16 cs.CV 79%

Dense Multimodal Alignment for Open-Vocabulary 3D Scene Understanding

Ruihuang Li, Zhengqiang Zhang, Chenhang He, Zhiyuan Ma, Vishal M. Patel, Lei Zhang

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

Comments Accepted by ECCV 2024

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2407.08167 2024-07-12 eess.IV cs.CV 79%

DSCENet: Dynamic Screening and Clinical-Enhanced Multimodal Fusion for MPNs Subtype Classification

Yuan Zhang, Yaolei Qi, Xiaoming Qi, Yongyue Wei, Guanyu Yang

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

Comments Accepted by MICCAI2024

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2404.17747 2024-07-12 cs.CV 79%

MMA-UNet: A Multi-Modal Asymmetric UNet Architecture for Infrared and Visible Image Fusion

Jingxue Huang, Xilai Li, Tianshu Tan, Xiaosong Li, Tao Ye

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.CV

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2307.02003 2024-07-12 cs.CV 79%

Multi-Modal Prototypes for Open-World Semantic Segmentation

Yuhuan Yang, Chaofan Ma, Chen Ju, Fei Zhang, Jiangchao Yao, Ya Zhang, Yanfeng Wang

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.CV

Comments accepted in IJCV

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2407.07582 2024-07-11 cs.CV 79%

TIP: Tabular-Image Pre-training for Multimodal Classification with Incomplete Data

Siyi Du, Shaoming Zheng, Yinsong Wang, Wenjia Bai, Declan P. O'Regan, Chen Qin

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

Comments 28 pages (including 9 pages of supplementary materials), accepted by ECCV 2024

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2407.06730 2024-07-10 cs.CV 79%

LVLM-empowered Multi-modal Representation Learning for Visual Place Recognition

Teng Wang, Lingquan Meng, Lei Cheng, Changyin Sun

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.CV

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2407.05036 2024-07-09 cs.CL cs.LG 79%

Enhance the Robustness of Text-Centric Multimodal Alignments

Ting-Yu Yen, Yun-Da Tsai, Keng-Te Liao, Shou-De Lin

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CL

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2406.18950 2024-07-09 eess.IV cs.CV 79%

MMR-Mamba: Multi-Modal MRI Reconstruction with Mamba and Spatial-Frequency Information Fusion

Jing Zou, Lanqing Liu, Qi Chen, Shujun Wang, Zhanli Hu, Xiaohan Xing, Jing Qin

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.CV

Comments 10 pages, 5 figure

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2407.04242 2024-07-08 cs.CV 79%

Fine-grained Context and Multi-modal Alignment for Freehand 3D Ultrasound Reconstruction

Zhongnuo Yan, Xin Yang, Mingyuan Luo, Jiongquan Chen, Rusi Chen, Lian Liu, Dong Ni

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.CV

Comments Accepted at MICCAI 2024. This is the submitted manuscript and the preprint has not undergone peer review (when applicable) or any post-submission improvements or corrections

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2303.08342 2024-07-03 cs.SD eess.AS 79%

Autonomous Soundscape Augmentation with Multimodal Fusion of Visual and Participant-linked Inputs

Kenneth Ooi, Karn N. Watcharasupat, Bhan Lam, Zhen-Ting Ong, Woon-Seng Gan

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 eess.AS

Comments [v1] 5 pages, 2 figures. Submitted to 2023 IEEE International Conference on Acoustics, Speech and Signal Processing. [v2] 5 pages, 2 figures. Fixed incorrect author list in citation #30

Journal ref ICASSP 2023 - 2023 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), Jun. 2023, pp. 1-5

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2407.00056 2024-07-02 cs.IR cs.AI cs.SI 79%

MMBee: Live Streaming Gift-Sending Recommendations via Multi-Modal Fusion and Behaviour Expansion

Jiaxin Deng, Shiyao Wang, Yuchen Wang, Jiansong Qi, Liqin Zhao, Guorui Zhou, Gaofeng Meng

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.AI

Comments Accepted at KDD 2024

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2406.19776 2024-07-02 cs.MM cs.IR 79%

MDF: A Dynamic Fusion Model for Multi-modal Fake News Detection

Hongzhen Lv, Wenzhong Yang, Fuyuan Wei, Jiaren Peng, Haokun Geng

专题命中 多模态训练与对齐 :multi-modal(title,abstract);分类 cs.MM

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2406.11650 2024-07-02 eess.IV cs.CV cs.LG 79%

Multimodal Learning With Intraoperative CBCT & Variably Aligned Preoperative CT Data To Improve Segmentation

Maximilian E. Tschuchnig, Philipp Steininger, Michael Gadermayr

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

Comments Submitted to SASHIMI2024 (MICCAI workshop)

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2407.00224 2024-07-02 cs.CV stat.AP 79%

Multimodal Prototyping for cancer survival prediction

Andrew H. Song, Richard J. Chen, Guillaume Jaume, Anurag J. Vaidya, Alexander S. Baras, Faisal Mahmood

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

Comments ICML 2024

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2312.14574 2024-06-28 cs.CV cs.LG 79%

MMGPL: Multimodal Medical Data Analysis with Graph Prompt Learning

Liang Peng, Songyue Cai, Zongqian Wu, Huifang Shang, Xiaofeng Zhu, Xiaoxiao Li

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.CV

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2406.18020 2024-06-27 cs.LG cs.AI physics.chem-ph 79%

MolFusion: Multimodal Fusion Learning for Molecular Representations via Multi-granularity Views

Muzhen Cai, Sendong Zhao, Haochun Wang, Yanrui Du, Zewen Qiang, Bing Qin, Ting Liu

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.AI

Comments 8 pages, 5 figures

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2406.16968 2024-06-27 cs.LG cs.AI 79%

Multimodal Physiological Signals Representation Learning via Multiscale Contrasting for Depression Recognition

Kai Shao, Rui Wang, Yixue Hao, Long Hu, Min Chen, Hans Arno Jacobsen

专题命中 多模态训练与对齐 :multimodal(title,abstract);分类 cs.AI

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