1. Project introduction
Python language, dlib, OpenCV, Pyqt5 interface design, sqlite3 database
This system uses dlib as a face recognition tool. dlib provides a method to map face image data to a 128-dimensional space vector. If two images come from the same person, the distance between the space vectors mapped by the two images will be very close. , otherwise it will be far away. Therefore, it is possible to determine whether they are the same person by extracting pictures and mapping them to a 128-dimensional space vector and then measuring whether their Euclidean distance is small enough.
Method implementation, implementation steps
1. Instantiate face detection model, face key point detection model, face recognition model
2. The computer camera device loads a pair of pictures
3. Obtain the space vectors mapped by the face pictures in the picture, that is, the face feature values
4. Calculate the Euclidean distance of the feature vector, and judge whether they are the same person according to the threshold
2. Screenshot of the project
3. Supplementary instructions
Project run:
1. pycharm opens the entire project file
2. Configure the Python local environment
3. Install the following dependent libraries
4. Start and run run.py
Dependent library:
numpy
PyQt5
opencv-python
dlib
Research Status of Face Recognition
The realization of face recognition generally includes two processes of face detection and algorithm recognition. Face detection uses a face detector, and face recognition requires a face recognition algorithm. The following is an introduction to several common face detectors and face recognition algorithms.
The four common face detection methods are OpenCV's Haar face detector, OpenCV face detector based on deep learning, Dlib's HOG face detector and MTCNN face detector. The detailed introduction of each detector is shown in Table 1-1:
Table 1-1 Comparison table of face detectors
Table 1-1 Comparison of face detectors
Name Description Advantages Disadvantages
OpenCVHaar face detection The cascade function of OpenCV's Haar face detection is obtained through training in a large number of positive and negative images 1. Run in real time on CPU
2. Simple structure
3. Can be used to detect faces of different instances
1. Affected by light, the accuracy is not high
2. Not suitable for non-frontal images
3. Does not work under occlusion
OpenCV face detector based on deep learning
Based on the Single-Shot-Multibox detector, and use the ResNet architecture as the backbone. There are two models of Caffe and Tensorflow
1. The most accurate of the four methods
2. Run in real time on the CPU
3. It is suitable for different face directions, up, down, left, right, side, etc.
4. Can work under severe occlusion
5. Can detect faces of various scales
Not as fast as Dlib HoG's face detector
Dlib HOG+SVM face detection
Image-based Hog features, integrated support vector machine algorithm implementation
1. The fastest method on the CPU
2. Suitable for frontal and slightly non-frontal faces
3. Can work under small occlusion
1. The main disadvantage is that it cannot detect small faces; 2. The bounding box generally excludes part of the forehead or even part of the chin sometimes; 4. Does not work well under severe occlusion; 5. Not suitable for side and extreme non-frontal, such as looking down or looking down
MTCNN face detection CNN-based feature-based maximum-margin object detector
1. Suitable for different face orientations
2. Robust in occasional scenarios.
3 is very fast on GPU
1. CPU speed is very slow
2. Does not detect small faces
3. The bounding box is smaller than the HoG detector
Common Face Recognition Algorithms
The most common face recognition algorithms at this stage are: EigenFace eigenface method, FisherFace LDA linear discrimination, LBPH face recognition algorithm (the face recognition of this system uses this algorithm, and the face recognition implementation process of this algorithm is the second Chapter will explain in detail).
(1) EigenFace feature face method
EigenFace eigenface is a face recognition algorithm based on Principal Component Analysis (PCA, Principal Component Analysis) [5], and it is also the first algorithm that applies statistical methods to face recognition research. It is based on the KL transform and applies PAC principal component analysis to face recognition. The idea is to project the original image into the feature space, obtain a lot of dimensionality reduction images, and then represent the main components of the obtained dimensionality reduction images as human faces. Also known as "eigenfaces".
FisherFace LDA linear discrimination is a face recognition algorithm based on LDA (Linear Discriminant Analysis, linear discriminant analysis) [6]. The common point between LDA and PCA is that they both determine the principal components through the method of eigenvalues. The difference is that PCA is the eigenvalue representation of the covariance matrix, and the matrix obtained by LDA is more complex than PCA. There is also a big difference between the two in calculating the average value of the average face. The former is to calculate the average value of each sample data that belongs to the same class judged by the Fisher criterion, and the latter is to directly calculate the average value of all sample data. calculate. The criterion of LDA linear discrimination is to expand the distance between images of different faces and reduce the distance between different images of the same person.
4. Other study items
2023 recruitment data + multi-dimensional crawler + real-time analysis + forecast recommendation travel recommendation management system flask + visualization of resident consumption data
2023 Recruitment Data Analysis Visualization System + Crawler 7 Salary Prediction Models Python Homestay Recommendation System django + Weibo Employment Public Opinion Analysis System
2023 tourist attraction recommendation + hotel recommendation + attraction crawler/hotel crawler (where to go) equipment rental maintenance management system django+ questionnaire system
2023 national rental data analysis + crawler + visualization (for each province) python commodity supply and demand platform django + drug information + QR code + visualization
2023 Movie Data Crawler + Visualization + Collaborative Filtering Recommendation System Youzhixue Live Teaching Platform Django + Knowledge Graph Computer Composition Principle Course Resource Management System
2023 News Data Analysis Crawler Visualization Sentiment Analysis Movie Box Office Data Analysis Django Recruitment Information Data Visualization
2023Flask recruitment data visualization large screen Django second-hand housing transaction prediction and display system flask+b station food video+visual analysis
2023 rental data + crawler + recommendation + visualization system Flask-based epidemic monitoring visualization + mysqlflask + c language knowledge knowledge map question and answer
2023 Simple Version_Recruitment Data Crawler + Cleaning + Visualization Douban Movie Data Analysis and Visualization Flask+Python Harbin House Price Prediction System
2023 Commodity Data Crawler + Recommendation System (Apriori Algorithm) University Data Visualization_Echartflask + Scenic Spot Management System for Anhui Big Data Analysis
2023 Commodity data crawler + recommendation system + visualized large-screen python crawling recruitment data and visual analysis flask + Douban movie visual analysis
2023 Sina Weibo + crawler + topic public opinion analysis system Flask and crawler to realize recruitment job data analysis visualization system flask + expressway business information analysis system + forgery
2023 e-commerce data collection + prediction + visualization system Django book management system flask + Python-based epidemic data analysis
2023 recruitment recommendation system + visualization (collaborative filtering algorithm) Django employee attendance system django + Weibo Xinjiang public opinion information
2023 commodity review data collection and analysis visualization system 1 personal blog system django + vaccination + visual management system
2023 commodity review data analysis visualization system 2steam game data analysis visualization django + recruitment visualization + resume
Flask+LSTM Music Double Recommendation Algorithm+Crawler+Visualization System (Deep Learning) National Economic and Social Development Data Visualizationdjango+Chinese Medicine Recruitment+Visualization
Flask+LSTM movie double recommendation algorithm + crawler + visualization system (deep learning) crawler epidemic data visualization data management epidemic news flask+boss direct employment + visual analysis
Flask+LSTM recruitment double recommendation algorithm + crawler + visualization system (deep learning) Django-based educational information management system source code flask+b station data visualization system
Web crawler and collaborative filtering algorithm movie recommendation system (vue front end) deepsort road vehicle tracking + speed real-time analysis system flask + hadoop + recruitment data visualization
Movie Recommendation Algorithm + Crawler + Visualization System Employee Face Attendance System Flask + Python Crawler Douban Movie Data Visualization Analysis
Flask+Vue tourist attraction data crawler+large screen real-time monitoring system based on Django animal recognition system flask+movie box office analysis visualization+prediction
Flask-based tourism data visualization large-screen system license plate recognition system 1flask + attractions + collaborative filtering
Douban movie + crawler + visual analysis license plate recognition system 2flask + logic circuit knowledge map
Design and Implementation of Campus Microblog Hot Topic Discovery System Based on K-means Algorithm UAV Target Recognition + Target Tracking (OpenCV+YOLO) Python Visitor Registration System
News recommendation system based on collaborative filtering algorithm face recognition OpenCV face detection pyqt5 framework, face management selenium + customs statistics crawler
Fund data analysis Reptile fund comparison Django framework data visualization YOLO target detection algorithm Real-time target detection pytorch crawler + automatic collection of scientific research projects
Stock data visualization + recommendation system (collaborative filtering recommendation algorithm) pyqt5+yoloV5 target detection platform Suzhou Tourism Network
Boss direct employment data analysis visualization + crawler OCR license plate recognition YOLOv5flask + Taian weather visualization + forecast
NetEase cloud music data crawler + data analysis visualization system gesture control mouse flask + price index
News mixed recommendation algorithm + crawler + visualization (Sina News) gesture control volume flask + Ctrip tourism visualization
Pull hook recruitment data analysis + 7 kinds of prediction models + recommended gestures to drag and drop objects flask + learning behavior analysis
Lianjia rental house data crawler + visualization Opencv-based face recognition intelligent attendance management system flask + epidemic visualization
National Meteorological Data Crawler + Visual Python Face Recognition Sign-In Attendance System (opencv+pyqt5) flask+ Film and Television Comments + Sentiment Analysis
Commodity sales data analysis + crawler + visualization old photo restoration system based on deep learning flask + knowledge map Hebei Province artificial intelligence industry Q&A
Weibo public opinion sentiment analysis + crawler + visualization (Sina) character relationship visualization and question answering system knowledge map character relationship pyqt+ filling volunteer system
Flask framework multivariate crawler house price public opinion system system based on convolutional neural license plate recognition system Python's recruitment information + django visual analysis system
Flask public opinion monitoring, public opinion management sentiment analysis system Python+Django realizes access control management system based on face recognition aviation crawler system
National epidemic data crawler + visualized large-screen Python face recognition sign-in link home Chengdu second-hand housing recommendation visualization_flask
51job recruitment crawler + data analysis (51job) django+jd mobile product analysis system crawler secondary development
Design and implementation of air quality analysis of Weibo real-time hotspot data visualization large screen django+Prophet Tibet public opinion system
Weibo hot search public opinion analysis sentiment analysis visualization system django+python commodity review sentiment analysis system flask+tie bar+university visualization
National 5A-level scenic spot data analysis and visualization platform django+ face recognition attendance system flask+ flower sales visualization
Laboratory drug management data analysis visualization django+Scrapy+Guazi second-hand car data collection visualization system flask+student management system
Weibo user sentiment analysis system django+ Baoding air quality analysis flask+ Yiwu small commodity visualization
E-commerce data crawler + price comparison system (Jingdong) Jingdong crawler visualization django + movie + knowledge map + recommended flask + music knowledge map and question answering system
Taobao data crawler and visualization django+short video+label+recommended flask+game role analysis system
Douban movie data crawler and visualization django+personalized information recommendation system flask+knowledge map question answering system modified version
License plate recognition + vehicle management + billing system django + sea breeze classification prediction python + django + intelligent recommendation sales mall
Intelligent parking lot billing management system django + construction of network public opinion information monitoring platform based on crawler-based public figures and their fan groups' systematic big data analysis
Commodity housing data visualization and housing price prediction recommendation system django + food recommendation system + collaborative filtering Python crawler + anti-corruption system
Shopping mall website, e-commerce website (51) django + sentiment analysis + Douban film and television system based on web crawler based on Flask student performance management system
Python-based music player management system (college students) django+ web crawler epidemic data visualization analysis django community management system_577ux (management system)
Movie data analysis visualization django+mysql+51 recruitment visualization modification django-freshman admission management system
Car review public opinion analysis system django+python jd commodity evaluation collection and collaborative filtering..django civil servant examination information management system_o88h3
Scenic spot comment sentiment analysis public opinion analysis system django+python recruitment data analysis system+mangodbdjango Django-based hand-made trading platform_qu1d0
Epidemic data crawler analysis visualization system django+renlian+kaoqing+keshihuadjango python-based enterprise IT asset management system
Taobao comment sentiment analysis public opinion analysis system django+scrapy+cat.com visualization django python-based library management system_582a0
Django spam classification detection system django+ big data professional basic knowledge map django fresh graduate job hunting system based on big data
Analysis and application system of takeaway ordering data django + Douban movie collaborative filtering recommendation + movie score word classification django hotel management system
Flask takeaway ordering system django+ second-hand car website data analysis and visualization django Pingnan Shengshi Famous City Residential Epidemic Prevention and Control System
Python agricultural information data visualization system django+ heating load dynamic system + forecast django photography communication platform
Flask business order management django+Python-based movie recommendation system design and system django freshman registration service management system
E-commerce user behavior log data analysis system django+ linear regression-based novel on-shelf subscription prediction django travel information management system
Analysis and application system of IT recruitment information data django+logic circuit knowledge map django travel website design
Taobao store recommendation system based on collaborative filtering django+ mall + comment django intelligent travel recommendation system
Douban movie crawler + cleaning + visualization system django + network novel 17K website data visualization analysis django campus car management system
Python recruitment job information aggregation system (with crawler crawling, data analysis, visualization, interaction and other functions) django+nba+visual analysis django fruit sales system
Weibo epidemic public opinion sentiment analysis visualization system based on python crawler django+python jd commodity mobile phone analysis system + comparison django property information management system_435y5
A visual analysis system for employment analysis of computer graduates based on python crawlers django+request multi-threading + Zhiyinmanke analysis django uses Python to design student performance management systems_gpkm2
Netease cloud song list visual analysis system based on python crawler django+Scrapy+youxia.com game data collection visualization system django movie personalized recommendation system
Tourism big data analysis visualization system based on python crawler django+ e-commerce recommendation system django epidemic data visualization analysis system_l748x
Python-based e-commerce user behavior analysis management system django + Douban + book recommendation django epidemic prevention and control hospital personnel mobilization system_1r117
An online movie website system django+lung disease data analysis django drug management system developed based on Python's Flask framework
Music recommendation system based on Python user portrait and collaborative filtering django + stock + smart investment advisory system django Handan landmark gourmet guide platform
Design and implementation of Python-based music recommendation system django+python-based stock screening django canteen takeaway system_oq09k
Python-based movie recommendation system django+ household electricity intelligent control system django college classroom management system
Python-based animation recommendation system django + gourmet data + analysis system django campus community management system
Python-based news recommendation system django+ poor college students identify django electronic medical record management system
Python-based book recommendation system django+ business recommendation system 2023 recruitment recommendation + crawler + visualization (collaborative filtering)
Python-based travel recommendation system django + network novel visualization + prediction 2023 game data collection visualization analysis system
Crawling and visual analysis of Python-based gourmet recommendation system flask+ Suzhou tourism information 2023 stock data collection and analysis visualization system
Python-based scenic spot recommendation system flask + Ctrip tourist attraction popularity + visual display 2023_B station data collection analysis + visualization + algorithm recommendation system
Python-based product recommendation system flask+ student teacher information management 2023 smart traffic big data monitoring platform
Python-based rental recommendation system flask+ epidemic prevention and control data visualization system 2023 double recommendation algorithm + commodity recommendation system + crawler
Python-based employment recommendation system flask+film review+nlb sentiment analysis
Python-based XX recommendation system (customizable) flask+knowledge map+bank risk control system
Python-based college entrance examination voluntary professional recommendation college push system flask+Chinese film knowledge map
Python-based book recommendation + visualization system django + Weibo Winter Olympics public opinion analysis system
Python-based travel recommendation + visualization system django + Weibo epidemic public opinion + sentiment analysis + visualization
Python-based news recommendation + visualization system django + recruitment information + visualization
Python-based car recommendation + visualization system django-python shopping recommendation system
Python-based movie recommendation + visualization system Python film and television data visualization box office prediction
College students' psychological evaluation and analysis management system flask+boss direct employment-recruitment information acquisition and analysis
Movie management website flask+Python+big screen Chinese film industry data analysis system
51job Internet + visualization of the homestay management website flask+spark
Commodity inventory management system flask+travel+visual analysis
Featured food management system flask + movie box office visualization + recommendation
Epidemic information management system flask + Fuzhou real estate analysis system
Music player recommendation system flask + visual analysis + prediction of renting a house in Hangzhou
2023 game data collection visualization analysis system
2023 stock data collection analysis visualization system
2023_Station B data collection analysis + visualization + algorithm recommendation system
2023 Smart Transportation Big Data Monitoring Platform
2023 Double Recommendation Algorithm + Product Recommendation System + Crawler
2023 stock data real-time analysis and prediction system
2023 Commodity Review Collection + Analysis (NetEase Yanxuan)
2023 Novel Recommendation System (Collaborative Filtering Algorithm)
2023 Weibo Comment Data Collection + Sentiment Analysis Visualization System
2023 book recommendation system 2023 novel recommendation system 2023 food recommendation system 2023 dish recommendation system
(Nearly a thousand sets of project source code sharing and learning, covering Python/Java/big data, check the homepage introduction, welcome to exchange and learn, and make progress together~)