zeynepCankara / Clothing-Style-Detector

Clothes style detector, predicts patterns and color together with the clothing category.

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clothing_detector

Clothes detector, predicting patterns and color together with the clothing category. Made for my internship Summer 2018 @Somera.

Exemple Detections

Code uses Keras API Tensorflow as backend.

  • In order to run the code Tensorflow Object Detection API set-up needed.

  • Copy and paste all the files in to the tensorflow/models/reserach/object_detection directory

  • Dataset taken from: http://streetstyle.cs.cornell.edu/

  • clothes_detector.py (uses tenorflow object-detection API and reads images from static/img folder outputs the prediction in train_images folder)

  • train_test_splitter.py (clean, visualize the dataset dataset ready to feed into Keras classifiers)

  • prediction_module.py (runs custom classifiers on Tensorflow Object detection API's region proposals)

  • keras_models.py (creates color, pattern, clothing classifiers uses Keras API)

About

Clothes style detector, predicts patterns and color together with the clothing category.

License:MIT License


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Language:Python 100.0%