YawDD: Yawning Detection Dataset

A dataset of videos, recorded by an in-car camera, of drivers in an actual car with various facial characteristics (male and female, with and without glasses/sunglasses, different ethnicities) talking, singing, being silent, and yawning. It can be used primarily to develop and test algorithms and models for yawning detection, but also recognition and tracking of face and mouth. The videos are taken in natural and varying illumination conditions. The videos come in two sets, as described next: In the first set, the camera is installed under the front mirror of the car. This set provides 322 videos, each for a different situation: 1- normal driving (no talking), 2- talking or singing while driving, and 3- yawning while driving. Each subject has 3 or 4 videos.In the second set, the camera is installed on the driver’s dash. This set provides 29 videos, one for each subject, and each video containing all of driving silently, driving while talking, and driving while yawning.

本数据集包含由车载摄像头录制的视频素材，素材为真实车辆内具备多样面部特征的驾驶员——涵盖男女、佩戴或不佩戴眼镜/太阳镜、不同种族人群，其行为包括交谈、歌唱、静默以及打哈欠。该数据集主要用于开发和测试打哈欠检测相关的算法与模型，同时也可用于面部及口部的识别与跟踪任务。所有视频均在自然且多变的光照环境下录制。
本数据集包含两类视频集，详情如下：
第一类视频集的摄像头安装于车辆前车内后视镜下方。该子集共包含322条视频，分别对应三种不同驾驶场景：1. 正常驾驶（无交谈行为）；2. 驾驶途中交谈或歌唱；3. 驾驶途中打哈欠。每位受试者对应3至4条视频。
第二类视频集的摄像头安装于驾驶员仪表盘上。该子集共包含29条视频，每位受试者对应一条视频，且每条视频均覆盖静默驾驶、交谈驾驶以及打哈欠驾驶三种完整场景。

搜集汇总

背景与挑战

背景概述

YawDD是一个专门用于打哈欠检测的视频数据集，包含由车载摄像头录制的驾驶员视频，涵盖多种面部特征和行为场景。数据集分为两个子集：Mirror子集包含322个视频，每个视频对应一种驾驶情况；Dash子集包含29个视频，每个视频整合了多种行为。视频为未标注的AVI格式，适用于开发打哈欠检测、人脸识别和跟踪算法。