Fatigue Driving Detection Based on Dlib

Overview

Fatigue-Driving-Detection-Based-on-Dlib

项目概述

项目版本V1.0

V1.0版本仅是软件部分的图像处理, 暂不涉及硬件控制. 硬件控制见V2.0版本(暂未发布)

本项目为本科毕业设计的相关工作, 于2020.05.01完工, 于2021.11.25整理发布(因为太忙还是太懒呢?)

本项目仅是作为理论分析的简单验证工具和毕业设计的实践训练, 在运行过程中的误差很大,其效果远远达不到实际应用的要求.

由于当时刚接触相关内容, 并且再次整理时已经间隔了一年半, 因此肯定存在设计和代码上的缺陷和漏洞, 欢迎大家积极交流

演示视频(00:20s - 00:60s):
https://www.bilibili.com/video/BV1By4y1k7PY?spm_id_from=333.999.0.0

博客地址: 会放到CSDN上(暂未发布)

###项目版本V2.0更新预告: 由树莓派进行人脸位置的检测, 获取位置后控制两个舵机形成二自由度云台追踪人脸
加入了PID舵机控制 + socket通信 + 视频流输出 + 视频堆栈防延迟
演示视频(00:00s - 00:20s):
https://www.bilibili.com/video/BV1By4y1k7PY?spm_id_from=333.999.0.0

#项目文件说明

capture_path: 所有驾驶人的全景图像 (仅采集, 未使用)
face_path: 所有驾驶人的人脸区域图像, 用于身份识别的训练
test_video: 测试视频所存放的文件夹
aspect_ratio_estimation.py: 计算EAR 和 MAR的程序
dlib-19.7.0-cp36-cp36m-win_amd64.whl: dlib的安装文件 drivers_img_acquire.py: 获取驾驶人全景图像和人脸区域的程序
Eigen_Face_Recognizer.py: 特征脸识别器文件, 用特征脸识别不同驾驶人身份(效果并不好, 仅作为理论分析)
get_everybody_EARandMAR_standard.py: 得到每个驾驶人的EAR和MAR基准
haarcascade_eye.xml: 用于检测人眼睛位置的Haar级联分类器文件
haarcascade_frontalface_alt.xml: 用于检测人脸部位置的Harr级联分类器文件
head_posture_estimation.py: 头部姿态估计文件
main.py: 主函数, 用于处理拍摄好的视频图像
shape_predictor_68_face_landmarks.dat: Dlib数据库文件\

如何运行该项目

在运行项目之前, 应确保你有用于测试的视频文件. 本项目中提供了一个视频例程(driving.mp4)

必须执行: 首先运行 drivers_img_acquire.py 文件, 输入当前驾驶人的名字英文缩写,获取不同驾驶人的两类图像

  • 获取的第一类图像为 摄像头全景图像, 默认存放于 './capture_path/{your name}'
  • 获取的第二类图像为 驾驶人人脸区域图像, 默认存放于 './face_path/{your name}'

其次运行main.py程序即可.

如何安装必要的依赖库

必要的库有: Dlib. 其依赖于 cmake 和 boost

  • 1.activate {your env}
  • 2.pip install cmake
  • 3.pip install boost
  • 4.cd 进入存放dlib-19.7.0-cp36-cp36m-win_amd64.whl的文件夹下(已准备好)
  • 5.pip install dlib-19.7.0-cp36-cp36m-win_amd64.whl
The official code for the ICCV-2021 paper "Speech Drives Templates: Co-Speech Gesture Synthesis with Learned Templates".

SpeechDrivesTemplates The official repo for the ICCV-2021 paper "Speech Drives Templates: Co-Speech Gesture Synthesis with Learned Templates". [arxiv

Qian Shenhan 53 Dec 23, 2022
Indonesian ID Card OCR using tesseract OCR

KTP OCR Indonesian ID Card OCR using tesseract OCR KTP OCR is python-flask with tesseract web application to convert Indonesian ID Card to text / JSON

Revan Muhammad Dafa 5 Dec 06, 2021
Captcha Recognition

The objective of this project is to recognize the target numbers in the captcha images correctly which would tell us how good or bad a captcha system has been built.

Mohit Kaushik 5 Feb 20, 2022
Fun program to overlay a mask to yourself using a webcam

Superhero Mask Overlay Description Simple project made for fun. It consists of placing a mask (a PNG image with transparent background) on your face.

KB Kwan 10 Dec 01, 2022
Steve Tu 71 Dec 30, 2022
Table Extraction Tool

Tree Structure - Table Extraction Fonduer has been successfully extended to perform information extraction from richly formatted data such as tables.

HazyResearch 88 Jun 02, 2022
A tool to enhance your old/damaged pictures built using python & opencv.

Breathe Life into your Old Pictures Table of Contents About The Project Getting Started Prerequisites Usage Contact Acknowledgments About The Project

Shah Anwaar Khalid 5 Dec 16, 2021
Super Mario Game With Python

Super_Mario Hello all this is a simple python program which tries to use our body as a controller for the super mario game Here I have used media pipe

Adarsh Badagala 219 Nov 25, 2022
scantailor - Scan Tailor is an interactive post-processing tool for scanned pages.

Scan Tailor - scantailor.org This project is no longer maintained, and has not been maintained for a while. About Scan Tailor is an interactive post-p

1.5k Dec 28, 2022
Perspective recovery of text using transformed ellipses

unproject_text Perspective recovery of text using transformed ellipses. See full writeup at https://mzucker.github.io/2016/10/11/unprojecting-text-wit

Matt Zucker 111 Nov 13, 2022
Awesome anomaly detection in medical images

A curated list of awesome anomaly detection works in medical imaging, inspired by the other awesome-* initiatives.

Kang Zhou 57 Dec 19, 2022
Handwritten Text Recognition (HTR) system implemented with TensorFlow.

Handwritten Text Recognition with TensorFlow Update 2021: more robust model, faster dataloader, word beam search decoder also available for Windows Up

Harald Scheidl 1.5k Jan 07, 2023
Connect Aseprite to Blender for painting pixelart textures in real time

Pribambase Pribambase is a small tool that connects Aseprite and Blender, to allow painting with instant viewport feedback and all functionality of ex

117 Jan 03, 2023
It is a image ocr tool using the Tesseract-OCR engine with the pytesseract package and has a GUI.

OCR-Tool It is a image ocr tool made in Python using the Tesseract-OCR engine with the pytesseract package and has a GUI. This is my second ever pytho

Khant Htet Aung 4 Jul 11, 2022
轻量级公式 OCR 小工具:一键识别各类公式图片,并转换为 LaTeX 格式

QC-Formula | 青尘公式 OCR 介绍 轻量级开源公式 OCR 小工具:一键识别公式图片,并转换为 LaTeX 格式。 支持从 电脑本地 导入公式图片;(后续版本将支持直接从网页导入图片) 公式图片支持 .png / .jpg / .bmp,大小为 4M 以内均可; 支持印刷体及手写体,前

青尘工作室 26 Jan 07, 2023
Web interface for browsing arXiv papers

Currently, arxivbox considers only major computer vision and machine learning conferences

Ankan Kumar Bhunia 12 Sep 11, 2022
LEARN OPENCV IN 3 HOURS USING PYTHON - INCLUDING EXAMPLE PROJECTS

LEARN OPENCV IN 3 HOURS USING PYTHON - INCLUDING EXAMPLE PROJECTS

Murtaza Hassan 815 Dec 29, 2022
How to detect objects in real time by using Jupyter Notebook and Neural Networks , by using Yolo3

Real Time Object Recognition From your Screen Desktop . In this post, I will explain how to build a simply program to detect objects from you desktop

Ruslan Magana Vsevolodovna 2 Sep 28, 2022
Hiiii this is the Spanish for Linux and win 10 and in the near future the english version of PortScan my new tool on which you can see what ports are Open only with the IP adress.

PortScanner-by-IIT PortScanner es una herramienta programada en Python3. Como su nombre indica esta herramienta escanea los primeros 150 puertos de re

5 Sep 19, 2022
Page to PAGE Layout Analysis Tool

P2PaLA Page to PAGE Layout Analysis (P2PaLA) is a toolkit for Document Layout Analysis based on Neural Networks. 💥 Try our new DEMO for online baseli

Lorenzo Quirós Díaz 180 Nov 24, 2022