1274085042 / TraditionalObjectDetection

Traditional Object Detection Tutorial

Image processing for OpenCV

OpenCV-Python Tutorials https://opencv-python-tutroals.readthedocs.io/en/latest/py_tutorials/py_tutorials.html#

主要看：

• Core Operations
  • Basic Operations on Images
  • Arithmetic Operations on Images
• Image Processing in OpenCV
  • Changing Colorspaces
  • Image Thresholding
  • Geometric Transformations of Images
  • Smoothing Images
  • Image Gradients
  • Image Pyramids
  • Template Matching
• Feature Detection and Description
  • Understanding Features
  • Harris Corner Detection
  • Introduction to SIFT
  • Brute-Force Matching with SIFT Descriptors and Ratio Test
  • Feature Matching + Homography to find Objects
• Machine Learning
  • Support Vector Machines (SVM)
• Object Detection

如果英文看不懂，可以看中文 https://github.com/makelove/OpenCV-Python-Tutorial

什么是目标检测？

• Object Detection
• Object Detection in 20 Years: A Survey (看 2.1.1 Traditional Detectors)
• Deep Learning vs. Traditional Computer Vision

传统目标检测方法

• Histograms of Oriented Gradients for Human Detection
  • https://blog.csdn.net/zouxy09/article/details/7929348
• Object Detection with Discriminatively Trained Part Based Models
  • http://www.rossgirshick.info/latent/

目标检测实践

• https://github.com/bikz05/object-detector
• https://github.com/HandsomeHans/SVM-classification-localization
• https://github.com/VladKha/object_detector
• https://github.com/vinay0410/Pedestrian_Detection
• http://spytensor.com/index.php/category/Object-Detection/