Computer Vision

OpenCV Tutorial

• OpenCV 3 Tutorials, Resources, and Guides
• How to install OpenCV 4 on Ubuntu
• Deep Learning with OpenCV
  Image Classification with GoogLeNet

Custom dataset

• How to build a custom face recognition dataset
• https://github.com/hardikvasa/google-images-download
• How to create a deep learning dataset using Google Images

Image Classification

• k-NN classifier for image classification
• Image classification with Keras and deep learning

Object detection

• A gentle guide to deep learning object detection
• Object detection with deep learning and OpenCV
• Histogram of Oriented Gradients and Object Detection

Face recognition

With dlib

• Face recognition with OpenCV, Python, and deep learning
• https://github.com/ageitgey/face_recognition
• Face detection and recognition using OpenFace on Ubuntu 16.04 PC and Raspbian Jessie Raspberry Pi 3

With dnn library (deep neurak network)

• Face detection with OpenCV and deep learning
  Deep learning face detector is based on the Single Shot Detector (SSD) framework with a ResNet base network.
• OpenCV Face Recognition
  1. Detect faces
  2. Compute 128-d face embeddings to quantify a face
  3. Train a Support Vector Machine (SVM) on top of the embeddings
  4. Recognize faces in images and video streams
• Deep learning: How OpenCV’s blobFromImage works

Face landmarks

• Facial landmarks with dlib, OpenCV, and Python
• Real-time facial landmark detection with OpenCV, Python, and dlib
• Eye blink detection with OpenCV, Python, and dlib
• Drowsiness detection with OpenCV

Breaking Captcha

• 如何透過OpenCV 破解台灣證券交易所買賣日報表的驗證碼(Captcha) (Part 1)
• CAPTCHA OCR 前置處理 - 去噪、補點
• python3光學字符識別模塊tesserocr與pytesseract
• Using Tesseract OCR with Python