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AI technology to infer a favorite interior style based on any colorful pictures

License: MIT License

Jupyter Notebook 99.67% Python 0.33%

interiorstylehunter's Introduction

InteriorStyleHunter

AI technology to infer a favorite interior style based on any colorful pictures

Contributor: Stonary-hzq, liukarlie

Image Process

Interior style image dataset

  1. Find interior images from Airbnb: USfilter.csv, London filter.csv
  2. Download and save parts of them in google drive
  3. Labeled around 2000 images as training dataset

Painting image dataset

  1. download paintings from Painter By Number dataset in the Kaggle competition
  2. Labeled around 200 paintings as test dataset

Model train and verify process

  1. literature review about pictures classifications (shown in reference)
  2. Chose efficient net, SVM, CNN to train and verify
  3. Extract common features in paintings and interior styles eg: hsv color
  4. SVM perform best, so further improve SVM

Make user interface

interiorstylehunter's People

Contributors

stonary-hzq avatar liuweikarlie avatar

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