RGB-T fusion trackingDynamic Siamese networksDeep learningImage fusionThe task of object tracking is very important since its various applications. However, most object tracking methods are based on visible images, which may fail when visible images are unreliable, for example when the illumination ...
A collection of deep learning based RGB-T-Fusion methods, codes, and datasets. The main directions involved are Multispectral Pedestrian Detection, RGB-T Aerial Object Detection, RGB-T Semantic Segmentation, RGB-T Crowd Counting, RGB-T Fusion Tracking. -
论文链接:Explicit Attention-Enhanced Fusion for RGB-Thermal Perception Tasks Publisher 代码链接:https://github.com/freeformrobotics/eaefnet 这里有两点我需要解释一下的是: 1、文章有arxiv的版本,但是有些细节错误,不过总体不影响观看。 2、因为是个人在开发和维护而且加上项目周期比较短,因此代码写得比较乱,...
目的:解决RGB-T多模态下的人群计数,提出count-guided multi-modal fusion和 modal-guided count enhancement 全文内容: 1. 解决人群计数下RGB-T任务,主要是解决多模态融合问题。之前的一些方法融合互补的多模态特征,但是缺乏计数约束。我们就考虑在多模态融合过程中添加计数约束,双模态融合就有了明确的目标。本文采取一...
A collection of RGB-T-Feature-Fusion methods (deep learning methods mainly), codes, and datasets. The main directions involved are Multispectral Pedestrian, RGB-T Vehicle Detection, RGB-T Crowd Counting, RGB-T Fusion Tracking. Feel free to star and fork! We will continue to update this reposi...
Key words:object tracking; RGB-Thermal; multi-scale features; modality fusion; deep learning 参考文献: [1]姚云翔,陈莹.注意力机制下双模态交互融合的目标跟踪网络[J].系统工程与电子技术,2022,44(2):410-419. YAO Yunxiang,CHEN Ying.Object tracking n...
Spatial exchanging fusion network for RGB-T crowd counting ? 2024 Elsevier B.V.RGB-T crowd counting (RGB-T CC) aims to estimate the crowd population size utilizing the complementary information from visible and the... C Rao,L Wan - 《Neurocomputing》 被引量: 0发表: 2024年 CrowdAlign: Sh...
In this section, we will briefly introduce RGB-T fusion trackers using different network architectures. Methodology We have designed the MFATrack tracker specifically for RGB-T single-object tracking, which consists of two key components: the multi-scale feature extraction with fusion module and the...
or depend on intermediaries containing information from both modalities to achieve cross-modal information interaction. The former does not fully exploit the potential of using only RGB and TIR information of the template or search region for channel and spatial feature fusion, and the latter lacks ...
总之，本文通过引入count-guided multi-modal fusion和modal-guided counting enhancement概念，结合Transformer架构和多尺度token transformer结构，有效解决了RGB-T多模态人群计数问题，并在多个实验指标上表现出色。这一工作为多模态人群计数任务提供了一种新的解决方案。