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跨文本、图像、视频、音频等模态的大模型与学习方法。

共收录 6918 信号源:cs.CV, cs.CL, cs.AI, cs.MM, eess.AS

1. 多模态训练与对齐 6918 篇

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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2406.17225 2024-06-26 eess.IV cs.CV 79%

Multimodal Cross-Task Interaction for Survival Analysis in Whole Slide Pathological Images

Songhan Jiang, Zhengyu Gan, Linghan Cai, Yifeng Wang, Yongbing Zhang

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

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2406.16513 2024-06-25 cs.CV 79%

Multi-Modal Vision Transformers for Crop Mapping from Satellite Image Time Series

Theresa Follath, David Mickisch, Jan Hemmerling, Stefan Erasmi, Marcel Schwieder, Begüm Demir

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

Comments 5 pages, 2 figures, 1 table. Accepted at IEEE International Geoscience and Remote Sensing Symposium (IGARSS) 2024. Our code is available at https://git.tu-berlin.de/rsim/mmtsvit

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2406.16072 2024-06-25 cs.CV 79%

DV-3DLane: End-to-end Multi-modal 3D Lane Detection with Dual-view Representation

Yueru Luo, Shuguang Cui, Zhen Li

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

Comments Accepted at ICLR2024

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2406.15172 2024-06-24 eess.IV cs.CV 79%

Multimodal Deformable Image Registration for Long-COVID Analysis Based on Progressive Alignment and Multi-perspective Loss

Jiahua Li, James T. Grist, Fergus V. Gleeson, Bartłomiej W. Papież

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

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2406.13715 2024-06-21 cs.AI cs.IR 79%

Converging Dimensions: Information Extraction and Summarization through Multisource, Multimodal, and Multilingual Fusion

Pranav Janjani, Mayank Palan, Sarvesh Shirude, Ninad Shegokar, Sunny Kumar, Faruk Kazi

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

Comments 11 pages, 3 figures

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2401.17032 2024-06-21 cs.RO cs.CV cs.LG 79%

M2CURL: Sample-Efficient Multimodal Reinforcement Learning via Self-Supervised Representation Learning for Robotic Manipulation

Fotios Lygerakis, Vedant Dave, Elmar Rueckert

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

Comments Project website: https://sites.google.com/view/M2CURL/home

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2406.11928 2024-06-19 cs.LG cs.AI 79%

FlexCare: Leveraging Cross-Task Synergy for Flexible Multimodal Healthcare Prediction

Muhao Xu, Zhenfeng Zhu, Youru Li, Shuai Zheng, Yawei Zhao, Kunlun He, Yao Zhao

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

Comments Accepted by KDD 2024 (Research Track)

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2402.03746 2024-06-18 cs.CV 79%

Tuning Large Multimodal Models for Videos using Reinforcement Learning from AI Feedback

Daechul Ahn, Yura Choi, Youngjae Yu, Dongyeop Kang, Jonghyun Choi

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

Comments ACL 2024

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2310.03024 2024-06-17 astro-ph.IM cs.AI cs.LG 79%

AstroCLIP: A Cross-Modal Foundation Model for Galaxies

Liam Parker, Francois Lanusse, Siavash Golkar, Leopoldo Sarra, Miles Cranmer, Alberto Bietti, Michael Eickenberg, Geraud Krawezik, Michael McCabe, Ruben Ohana, Mariel Pettee, Bruno Regaldo-Saint Blancard, Tiberiu Tesileanu, Kyunghyun Cho, Shirley Ho

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

Comments 18 pages, accepted in Monthly Notices of the Royal Astronomical Society, Presented at the NeurIPS 2023 AI4Science Workshop

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2307.14126 2024-06-14 cs.CV 79%

Multi-modal Learning with Missing Modality via Shared-Specific Feature Modelling

Hu Wang, Yuanhong Chen, Congbo Ma, Jodie Avery, Louise Hull, Gustavo Carneiro

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

Journal ref CVPR2023

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2202.12478 2024-06-13 cs.MM cs.LG 79%

GAME-ON: Graph Attention Network based Multimodal Fusion for Fake News Detection

Mudit Dhawan, Shakshi Sharma, Aditya Kadam, Rajesh Sharma, Ponnurangam Kumaraguru

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

Comments Accepted at SNAM 2024

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2406.04349 2024-06-10 cs.SE cs.AI 79%

Multimodal Approach for Harmonized System Code Prediction

Otmane Amel, Sedrick Stassin, Sidi Ahmed Mahmoudi, Xavier Siebert

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

Comments Accepted for poster presentation at ESANN 2023

Journal ref Proceedings of the 31th European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN 2023), pp. 181-186

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