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The 3D-video Point Cloud Musicians Dataset

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Mendeley Data2024-03-27 更新2024-06-27 收录
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https://zenodo.org/record/4812952
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DESCRIPTION The 3D-video Point Cloud Musicians Dataset provides 3D-video point clouds of several performers playing five different instruments: cello, doublebass, guitar, saxophone, and violin. The full 3D-video recordings span 1 hour of duration with an average of 12 different performers for each instrument. All musicians point clouds are centered in the origin and the axes have the following meaning: the body face direction is the z-axis, stature direction is the y-axis, and the side direction is the x-axis. The provided musician point clouds are down-sampled from their full resolution by using a voxel size of 0.01. RECORDINGS Recordings were conducted using a single Azure Kinect DK placed one meter above the floor and capturing a frontal view of the musician at a distance of two meters. The Azure Kinect DK depth camera was capturing a 75°x65° field of view with a 640x576 resolution while the Azure Kinect DK color camera was capturing with a 1920x1080 resolution. Both cameras were recording at 15 fps and Open3D library was then used to align depth and color streams and generate a point cloud for each frame. Each frame is saved as .ply format file. NAMING CONVENTION The folders in the dataset follow this structure: Instrument -> Person. The captured frames are named according to their temporal position using five numerical characters, i.e. %5d.ply

数据集描述 3D视频点云音乐人数据集(3D-video Point Cloud Musicians Dataset)收录了多位演奏者演奏5种不同乐器时的3D视频点云,涵盖乐器包括大提琴、低音提琴、吉他、萨克斯与小提琴。完整3D视频录制总时长达1小时,每种乐器平均对应12位不同演奏者。所有音乐人点云均以原点为中心,坐标轴定义如下:人体正面朝向为z轴,身高方向为y轴,侧向为x轴。本次提供的音乐人点云均通过体素尺寸为0.01的降采样操作,从原始高分辨率点云生成。 录制信息 本次录制采用单台Azure Kinect DK设备完成,设备安装于离地1米高度,以2米距离采集演奏者的正面画面。该设备的深度相机采集分辨率为640×576,视场角为75°×65°;彩色相机采集分辨率为1920×1080。两台相机均以15 fps帧率录制,后续通过Open3D库对齐深度与彩色数据流,并为每一帧生成点云。每一帧均以.ply格式文件存储。 命名规范 数据集中的文件夹遵循如下层级结构:乐器目录 → 演奏者目录。采集得到的帧根据其时间位置命名,采用5位数字格式,即%5d.ply。
创建时间:
2023-06-28
搜集汇总
数据集介绍
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背景与挑战
背景概述
该数据集是一个3D视频点云数据集,专注于音乐表演者,涵盖五种乐器(大提琴、低音提琴、吉他、萨克斯管、小提琴),总时长为1小时,每种乐器平均有12名表演者。数据通过Azure Kinect DK设备录制,生成的点云经过下采样处理,每帧以.ply格式保存,适用于3D计算机视觉和动作分析研究。
以上内容由遇见数据集搜集并总结生成
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