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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 6878 信号源:cs.CV, cs.CL, cs.AI, cs.MM, eess.AS

1. 多模态训练与对齐 6878 篇

2404.04538 2024-04-09 cs.AI cs.CL 81%

Soft-Prompting with Graph-of-Thought for Multi-modal Representation Learning

Juncheng Yang, Zuchao Li, Shuai Xie, Wei Yu, Shijun Li, Bo Du

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

Comments This paper is accepted to LREC-COLING 2024

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2404.01994 2024-04-03 cs.CV cs.CL cs.LG 81%

DELAN: Dual-Level Alignment for Vision-and-Language Navigation by Cross-Modal Contrastive Learning

Mengfei Du, Binhao Wu, Jiwen Zhang, Zhihao Fan, Zejun Li, Ruipu Luo, Xuanjing Huang, Zhongyu Wei

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

Comments Accepted by LREC-COLING 2024

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2403.18208 2024-03-28 cs.CV cs.AI cs.NE 81%

An Evolutionary Network Architecture Search Framework with Adaptive Multimodal Fusion for Hand Gesture Recognition

Yizhang Xia, Shihao Song, Zhanglu Hou, Junwen Xu, Juan Zou, Yuan Liu, Shengxiang Yang

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

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2403.06199 2024-03-26 cs.CV cs.CL 81%

Mipha: A Comprehensive Overhaul of Multimodal Assistant with Small Language Models

Minjie Zhu, Yichen Zhu, Xin Liu, Ning Liu, Zhiyuan Xu, Chaomin Shen, Yaxin Peng, Zhicai Ou, Feifei Feng, Jian Tang

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

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2403.15044 2024-03-25 cs.CV cs.AI 81%

Multimodal Fusion with Pre-Trained Model Features in Affective Behaviour Analysis In-the-wild

Zhuofan Wen, Fengyu Zhang, Siyuan Zhang, Haiyang Sun, Mingyu Xu, Licai Sun, Zheng Lian, Bin Liu, Jianhua Tao

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

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2403.12425 2024-03-21 cs.CV cs.SD eess.AS 81%

Multimodal Fusion Method with Spatiotemporal Sequences and Relationship Learning for Valence-Arousal Estimation

Jun Yu, Gongpeng Zhao, Yongqi Wang, Zhihong Wei, Yang Zheng, Zerui Zhang, Zhongpeng Cai, Guochen Xie, Jichao Zhu, Wangyuan Zhu

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

Comments 8 pages,3 figures

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2403.12552 2024-03-20 cs.CV cs.AI cs.RO 81%

M2DA: Multi-Modal Fusion Transformer Incorporating Driver Attention for Autonomous Driving

Dongyang Xu, Haokun Li, Qingfan Wang, Ziying Song, Lei Chen, Hanming Deng

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

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2305.08473 2024-03-20 cs.CL cs.CV 81%

Shared and Private Information Learning in Multimodal Sentiment Analysis with Deep Modal Alignment and Self-supervised Multi-Task Learning

Songning Lai, Jiakang Li, Guinan Guo, Xifeng Hu, Yulong Li, Yuan Tan, Zichen Song, Yutong Liu, Zhaoxia Ren, Chun Wan, Danmin Miao, Zhi Liu

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

Journal ref International Joint Conference on Neural Networks (IJCNN) 2024

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2403.10254 2024-03-18 cs.CV cs.IR cs.MM 81%

Magic Tokens: Select Diverse Tokens for Multi-modal Object Re-Identification

Pingping Zhang, Yuhao Wang, Yang Liu, Zhengzheng Tu, Huchuan Lu

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

Comments This work is accepted by CVPR2024. More modifications may be performed

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2403.08818 2024-03-15 cs.LG cs.AI cs.CL 81%

Multimodal Fusion of EHR in Structures and Semantics: Integrating Clinical Records and Notes with Hypergraph and LLM

Hejie Cui, Xinyu Fang, Ran Xu, Xuan Kan, Joyce C. Ho, Carl Yang

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

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2403.08077 2024-03-14 cs.CV cs.AI 81%

A Multimodal Intermediate Fusion Network with Manifold Learning for Stress Detection

Morteza Bodaghi, Majid Hosseini, Raju Gottumukkala

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

Comments This work was accepted to The 3rd International Conference on Computing and Machine Intelligence (ICMI 2024)

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2403.06349 2024-03-12 cs.CV cs.AI 81%

MOAB: Multi-Modal Outer Arithmetic Block For Fusion Of Histopathological Images And Genetic Data For Brain Tumor Grading

Omnia Alwazzan, Abbas Khan, Ioannis Patras, Gregory Slabaugh

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

Journal ref pages={1--5},year={2023},organization={IEEE}

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2104.03893 2024-02-29 cs.RO cs.AI cs.CV cs.HC eess.SP 81%

Multimodal Fusion of EMG and Vision for Human Grasp Intent Inference in Prosthetic Hand Control

Mehrshad Zandigohar, Mo Han, Mohammadreza Sharif, Sezen Yagmur Gunay, Mariusz P. Furmanek, Mathew Yarossi, Paolo Bonato, Cagdas Onal, Taskin Padir, Deniz Erdogmus, Gunar Schirner

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

Journal ref Front. Robot. AI 11 (2024) Sec. Biomedical Robotics

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2401.15118 2024-02-20 cs.CV cs.AI 81%

GeoDecoder: Empowering Multimodal Map Understanding

Feng Qi, Mian Dai, Zixian Zheng, Chao Wang

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

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2402.02460 2024-02-13 cs.LG cs.AI cs.CV 81%

Review of multimodal machine learning approaches in healthcare

Felix Krones, Umar Marikkar, Guy Parsons, Adam Szmul, Adam Mahdi

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

Comments 5 figures, 5 tables

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2401.12344 2024-01-24 cs.CV cs.AI cs.LG 81%

OCT-SelfNet: A Self-Supervised Framework with Multi-Modal Datasets for Generalized and Robust Retinal Disease Detection

Fatema-E Jannat, Sina Gholami, Minhaj Nur Alam, Hamed Tabkhi

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

Comments 12 pages, 7 figures, 6 tables

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2303.07064 2024-01-23 cs.CV cs.AI 81%

A Generalized Multi-Modal Fusion Detection Framework

Leichao Cui, Xiuxian Li, Min Meng, Xiaoyu Mo

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

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2310.12798 2024-01-19 cs.CL cs.MM 81%

MolCA: Molecular Graph-Language Modeling with Cross-Modal Projector and Uni-Modal Adapter

Zhiyuan Liu, Sihang Li, Yanchen Luo, Hao Fei, Yixin Cao, Kenji Kawaguchi, Xiang Wang, Tat-Seng Chua

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

Comments EMNLP main conference. 9 pages

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2401.03201 2024-01-17 cs.CV cs.MM 81%

3DMIT: 3D Multi-modal Instruction Tuning for Scene Understanding

Zeju Li, Chao Zhang, Xiaoyan Wang, Ruilong Ren, Yifan Xu, Ruifei Ma, Xiangde Liu

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

Comments 9 pages, 5 figures

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2312.13567 2023-12-22 cs.SD cs.MM eess.AS 81%

Fine-grained Disentangled Representation Learning for Multimodal Emotion Recognition

Haoqin Sun, Shiwan Zhao, Xuechen Wang, Wenjia Zeng, Yong Chen, Yong Qin

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

Comments Accepted by ICASSP 2024

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2312.10611 2023-12-19 cs.CV cs.AI 81%

Bi-directional Adapter for Multi-modal Tracking

Bing Cao, Junliang Guo, Pengfei Zhu, Qinghua Hu

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

Comments Accepted by AAAI 2024. Code is available at https://github.com/SparkTempest/BAT

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2306.08487 2023-12-12 cs.CV cs.AI 81%

Recognizing Unseen Objects via Multimodal Intensive Knowledge Graph Propagation

Likang Wu, Zhi Li, Hongke Zhao, Zhefeng Wang, Qi Liu, Baoxing Huai, Nicholas Jing Yuan, Enhong Chen

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

Comments arXiv admin note: text overlap with arXiv:1805.11724 by other authors

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2312.04189 2023-12-08 cs.CV cs.AI 81%

Joint-Individual Fusion Structure with Fusion Attention Module for Multi-Modal Skin Cancer Classification

Peng Tang, Xintong Yan, Yang Nan, Xiaobin Hu, Xiaobin Hu, Bjoern H Menzee. Sebastian Krammer, Tobias Lasser

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

Comments submitted to Pattern Recognition journal before 2022

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2312.03734 2023-12-08 cs.CL cs.AI 81%

Conditional Prompt Tuning for Multimodal Fusion

Ruixiang Jiang, Lingbo Liu, Changwen Chen

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

Comments under review

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2311.13750 2023-12-07 cs.CV cs.AI cs.LG cs.RO 81%

Towards Transferable Multi-modal Perception Representation Learning for Autonomy: NeRF-Supervised Masked AutoEncoder

Xiaohao Xu

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

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2311.16206 2023-11-29 cs.LG cs.AI cs.CV 81%

Continual Instruction Tuning for Large Multimodal Models

Jinghan He, Haiyun Guo, Ming Tang, Jinqiao Wang

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

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2311.03785 2023-11-08 cs.CV cs.MM 81%

Self-MI: Efficient Multimodal Fusion via Self-Supervised Multi-Task Learning with Auxiliary Mutual Information Maximization

Cam-Van Thi Nguyen, Ngoc-Hoa Thi Nguyen, Duc-Trong Le, Quang-Thuy Ha

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

Comments Accepted at The 37th Pacific Asia Conference on Language, Information and Computation (PACLIC 37)

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2311.03606 2023-11-08 cs.CV cs.AI 81%

Multimodal Stress Detection Using Facial Landmarks and Biometric Signals

Majid Hosseini, Morteza Bodaghi, Ravi Teja Bhupatiraju, Anthony Maida, Raju Gottumukkala

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

Comments 16 pages, 8 figures

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2310.20494 2023-11-01 cs.AI cs.MM 81%

A Transformer-Based Model With Self-Distillation for Multimodal Emotion Recognition in Conversations

Hui Ma, Jian Wang, Hongfei Lin, Bo Zhang, Yijia Zhang, Bo Xu

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

Comments 13 pages, 10 figures. Accepted by IEEE Transactions on Multimedia (TMM)

Journal ref IEEE Transactions on Multimedia (Early Access), 27 April 2023

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2310.16436 2023-10-27 cs.CV cs.CL 81%

DDCoT: Duty-Distinct Chain-of-Thought Prompting for Multimodal Reasoning in Language Models

Ge Zheng, Bin Yang, Jiajin Tang, Hong-Yu Zhou, Sibei Yang

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

Comments 24 pages, 13 figures, to be published in NeurIPS 2023

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