总体而言,这项调查旨在巩固与时间序列分析相关的 FM 的最新进展,强调其理论基础、最近的发展进展以及未来探索的途径。 Keywords:Time series, foundation model, deep learning Introduction 时间序列数据的特点是顺序和时间依赖性,封装了有关不同系统和过程动态的有价值的信息 [45,86,113]。各种时间序列数据(例如股票...
本次讨论班将聚焦于图基础模型的应用,围绕两个具体的研究方向,探讨其中的潜力和挑战。 2 Overview of the Application Direction of Graph Foundation Model 我们对当前图基础模型应用的方向和论文数量进行了简单的统计与分析。 首先,我们将图基础模型的主要应用领域归纳为以下几类:1)知识图谱补齐;2)图问答;3)异常检...
视频生成与world model的典型模式就是Wayve之GAIA-1,Wayve是近年来明星自动驾驶创业公司,2023年5月,科技行业最大的三家公司——软银集团(SoftBank Group)、英伟达(Nvidia)和微软(Microsoft)——参与了这家名不见经传的公司的C轮10.5亿美元融资。 GAIA架构 图片来源:Wayve GAIA架构,将来自所有输入模态(视频、文本、...
A projectassociated with this survey has been built at https://github.com/xiaoaoran/awesome-RSFMs.Index Terms—Foundation model, remote sensing, geoscience, multimodal, visual recognition, vision-language model, large languagemodel, earth observation, artif i cial intelligence.✦1 I NTRODUCTIONTHE...
The theorem reveals that the generalization error of multi-modal foundation models is constrained by three factors: domain gap, model capacity, and sample size. Based on this, we propose three possible solutions from the following aspects: (1) adaptive domain generalization, (2) adaptive model ...
methodology.The integration of the "W+flipped classroom" teaching design with the "B+BOPPPS" teaching model provides a scientific foundation for future ... L Siqiang,H Kun,L Quanlan,... - 《Bmc Medical Education》 被引量: 0发表: 2024年 Business Model Experimentation in the Recorded Music ...
machine-learningdeep-learningleaderboardevaluationartificial-intelligenceawesome-listfoundation-modellarge-language-model UpdatedJan 6, 2025 A comprehensive survey of forging vision foundation models for autonomous driving, including challenges, methodologies, and opportunities. ...
such as classification or segmentation. The SSL model has outperformed supervised learning-based transfer learning (for example, pretraining the models with ImageNet12and categorical labels) in various computer vision tasks, even when the SSL models are fine-tuned with smaller amounts of data13,14...
[NEWS.20240405]The related surveypaperhas been released. [NOTE]If you have any questions, please don't hesitate tocontact us. Foundation model, which is pre-trained on broad data and is able to adapt to a wide range of tasks, is advancing healthcare. It promotes the development of health...
The Segment Anything Model (SAM), developed by Meta AI Research, represents a significant breakthrough in computer vision, offering a robust framework for image and video segmentation. This survey provides a comprehensive exploration of the SAM family, including SAM and SAM 2, highlighting their adv...