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doubleQ2018/FaceVerification_cpp-coursework

Boosted multi-task learning for face verification

Boosted multi-task learning for face verification

This is an implementation of Boosted multi-task learning for face verification with applications to web image and video search in C++. The repository implemented Boosted Multi-Task Learning algorithm for face cerification task and did some experiments for the evaluation.

Includes:

  • LBP(Local Binary Pattern) Features Extraction
  • Adaboost Learning with LBP features
  • Boosted Multi-Task Learning

LBP Features Extraction

  1. LBP Feature (Radius = 2, Points = 8)

2. LBP results of different P&R values in my experiment

Adaboost Learning with LBP Features

  1. ROC curve of different Iteration times and precision results

2. Roc curve of different bins features

Boosted Multi-Task Learning

  1. Different Iteration times

2. ROC curves of verifying images of 40 celebrities

Languages

C++99.5%Makefile0.5%

Contributors

Created April 6, 2017
Updated February 21, 2020