nuniniyujin / vehicle-re-identification

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Vehicle re-Identification

Introduction

Vehicle re-Identification aims to identify the samevehicle across the different cameras. It has useful applicationsin surveillance and intelligent transport systems. One of thefundamental challenges of vehicle re-identification is how tolearn robust and discriminative visual features given in smallinter-class similarity and large intra-class differences that don’tfollow the same distribution. In this project we propose to treatthe re-identification problem as a domain adaptation task. We implemented the Deep Joint Domain Adaptation algorithm totrain a model that could robustly detect the same classes evenwhen the images were obtained in different conditions.

Preparation

Dependencies

  • Python 3
  • PyTorch
  • PIL
  • Matplotlib

Dataset

  • VeRi-776
  • Download the data and save in ./data/VeRi folder

Authors

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