Secondly, we examined the performance of deep learning techniques that consist of several variants of hybrid CNN & LSTM, hybrid CNN & ConvLSTM, and 3D CNNs to test the effectiveness of the dataset in the fall detection task. Thirdly, to assess the performance of these techniques, we conducted...
UR Fall Detection Dataset 是一个人类动作检测的数据集,包含 70 个 sequences(30 falls + 40 activities of daily living) 数据包含三个模态:RGB相机、Depth相机,以及传感器数据(另外还提供了从Depth相机图片中提取出来的 8 个特征的数据) 最终可分类成三个类别,正常活动、正在摔倒和已经摔倒 其余介绍可以在官方...
fall detection dataset标签Fall Detection Dataset的标签通常包括以下内容: 1.序列名称:每个样本的名称,例如,“fall-01-cam0-d”表示序列名为“fall-01”,来自前置相机。 2.帧号:每个样本对应的帧号。 3.标签:描述深度框架中的人体姿势,例如,“-1”表示人没有躺着(非跌倒动作);“1”表示人躺在地上(跌倒...
Fall detection Dataset 跌倒检测数据集 * 在线使用数据集教程:【OpenBayes 官方教程】公共资源介绍 关于数据集 数据集名称: Fall detection Dataset 跌倒检测数据集 发布机构: Kaggle 简介: 该数据集包含图像文件夹和标签文件夹。图像文件夹包含两个子文件夹 train(374 张图像),用于训练,Val(111 张图像)用于验证。
FUKinect-Fall dataset was created using Kinect V1. The dataset includes walking, bending, sitting, squatting, lying and falling actions performed by 21 subjects between 19-72 years of age. svm dataset depth knn fall-detection kinect-camera Updated Nov 16, 2024 moshiurtonmoy / Fall-Detecti...
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跌倒检测数据集之Le2iFalldetectionDataset DATASET (Home, Coffee room, Office, Lecture room)LE2I DIJON UMR6306 FORMAT 320x240 25FPS For each subset GROUNDTRUTH in 'Annotation_files' folder For each video a ground truth file is given 'video (i).txt'每个视频都有⼀个地⾯实况⽂件given '...
跌倒检测数据集之Le2i Fall detection Dataset DATASET (Home, Coffee room, Office, Lecture room) LE2I DIJON UMR6306 FORMAT 320x240 25FPS For each subset GROUNDTRUTH in 'Annotation_files' folder For each video a ground truth file is given 'vi......
Multimodal dataset for fall detection. Includes acceleration data collected from a tag and two smartwatches, and location reported by the tag. More details about the data collection procedure can be found in notes.md. The dataset is archived in Zenodo. Contents The repository contains: data/locati...
classification module; computational efficiency; deep learning; fall detection; gradient-weighted class activation mapping; OpenPose; privacy preservation; real-time monitoring; short-time Fourier transform; video-based systems1. Introduction Falls pose a significant risk to the elderly, leading to ...