Drap P, Merad D, Boï J-M, Mahiddine A, Peloso D, Chemisky B, Seguin E, Alcala F, Bianchimani O (2014) Underwater multimodal survey: merging optical and acoustic data. In: Underwater seascapes. Springer, pp 221–238Drap, P., Merad, D., Boi, J.-M., Mahiddine, A., Peloso...
【摘要】我们对世界的体验是多模式的 - 我们看到物体,听到声音,感觉到纹理,闻到气味和尝到味道。模态是指某种事物发生或经历的方式,并且当研究问题包括多种这样的形式时,研究问题被描述为多模态。为了使人工智能在理解我们周围的世界方面取得进展,它需要能够一起解释这种多模信号。多模式机器学习旨在构建可以处理和关联...
一、模态的定义 Modality:模态,某事发生或经历的方式 Multimodal:多模态 natural language:which can be both written or spoken 自然语言 visual signals: which are often represented with images or videos 视觉图片以及视频 vocal signals: which encode sounds and para-verbal information such as prosody and voc...
多模态大模型综述(二):A Survey on Multimodal Large Language Models--训练策略与数据 3.训练策略与数据 一个完整的MLLM经历三个阶段的训练,即预训练、指令微调和对齐微调。训练的每个阶段都需要不同类型的数据,并实现不同的目标。在本节中,我们将讨论训练目标,以及每个训练阶段的数据收集和特征。 3.1 预训练 ...
该笔记基于:Multimodal Machine Learning:A Survey and Taxonomy 该论文是一篇对多模态机器学习领域的总结和分类,且发表于2017年,算是相当新的综述了。老师在课上推荐阅读,我花了三天大体看了一边,其中有很多实际的方法或者技术对我来说是全新的领域,也是未来学习的方向,但是对这个领域和其想解决的问题有了大致的了解...
This survey aims at providing multimedia researchers with a state-of-the-art overview of fusion strategies, which are used for combining multiple modalities in order to accomplish various multimedia analysis tasks. The existing literature on multimodal fusion research is presented through several classific...
In transportation surveys and travel diaries, as in other surveys, multimodal surveys and Internet surveys are carried out more often, rather than survey m... M Dijst,S Farag,A De Blaeij - Transportation Research Board Meeting 被引量: 1发表: 2006年 A Study of the Factors Affecting Multimod...
Multimodal Machine Learning:A Survey and Taxonomy 多模态机器学习:综述与分类,程序员大本营,技术文章内容聚合第一站。
论文类型:Survey Paper 论文链接:Multimodal Learning With Transformers: A Survey | IEEE Journals & Magazine | IEEE Xplore 整体评价:这是一篇关于使用Transformer进行多模态学习的综述文章。文章主要内容包括多模态学习的背景、Transformer生态系统和多模态大数据时代,Vanilla Transformer,Vision Transformer和多模态Transforme...
Escalera. Survey on rgb, 3d, thermal, and multimodal approaches for facial expression recognition: ... Corneanu,Ciprian,Adrian,... - 《IEEE Transactions on Pattern Analysis & Machine Intelligence》 被引量: 85发表: 2016年 Using transformers for multimodal emotion recognition: Taxonomies and state ...