This CVPR workshop paper is the Open Access version, provided by the Computer Vision Foundation. Except for this watermark, it is identical to the accepted version; the final published version of the proceedings is available on IEEE Xplore. Dynamic Multimodal Fusion Zihui Xue Radu Marculescu The ...
标题:MBT:多模态融合的注意力瓶颈 来源:NeurIPS 2021[https://arxiv.org/abs/2107.00135] 代码:暂无 一、问题的提出 多模态视频分类任务 人类通过同时处理和融合来自视觉和音频等多种模态的高维输入来感知世界。目前的多模态任务存在着一定的问题: CVPR2
多模态数据融合时,一般包括:early fusion, late fusion, intermediately 三种,如下图所示。神经科学指出,mid-level feature fusion 有助于学习,但是当前方法仍大多使用 late fusion,这是因为多模态的数据往往因为 different or unaligned spatial dimensions,难以融合。另外一个原因是,单模态特征提取往往解决的较好,可以...
FusionMamba模型提出了以下几项关键创新点: 1.动态视觉状态空间模块(DVSS)这是对传统Mamba模型的增强版,旨在改善长距离特征建模,同时保持计算效率。DVSS模块通过动态卷积和高效通道注意力机制,减少通道冗余,提升了局部特征的提取能力。 2.动态特征融合模块(DFFM): 动态特征增强模块(DFEM):该模块通过动态增强纹理细节...
多模态数据融合时,一般包括:early fusion, late fusion, intermediately 三种,如下图所示。神经科学指出,mid-level feature fusion 有助于学习,但是当前方法仍大多使用 late fusion,这是因为多模态的数据往往因为 different or unaligned spatial dimensions,难以融合。另外一个原因是,单模态特征提取往往解决的较好,可以...
ImageBind Joint Embedding for Multimodal Fusion ImageBind: One Embedding Space To Bind Them All (CVPR 2023)Background and Motivation: Over the years, researchers have been exploring the alignment of different modalities, such as images, text, audio, depth, thermal, and IMU data, to learn visual...
Pulmonary embolism (PE) is a common, life threatening cardiovascular emergency. Risk stratification is one of the core principles of acute PE management and determines the choice of diagnostic and therapeutic strategies. In routine clinical practice, cli
论文题目:RPEFlow: Multimodal Fusion of RGB-PointCloud-Event for Joint Optical Flow and Scene Flow Estimation 作者列表:万哲雄,毛宇昕,张静,戴玉超论文摘要:最近的有融合RGB图像和点云的方法成功用于联合估算二维光流和三维场景流。然而,由于传统的图像相机和激光雷达传感器都采用基于帧快门的数据采集机制,基于这...
A new method for multimodal sensor fusion is introduced. The technique relies on a two-stage process. In the first stage, a multimodal generative model is constructed from unlabelled training data. In the second stage, the generative model serves as a reconstruction prior and the search manifold...
Tai, “Transfusion: Robust lidar-camera fusion for 3d object detection with transformers,” in CVPR, 2022. [217] X. Favory, K. Drossos, T. Virtanen, and X. Serra, “Learning contextual tag embeddings for cross-modal alignment of audio and tags,” in ICASSP, 2021. [218] V. Gabe...