nikhilbyte / ShoeTypeClassifier

A simple Visual Transformer based Shoe Type Classifier.

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ShoeTypeClassifier

A simple Visual Transformer based Shoe Type Classifier.

Project Structure

The descriptions of principal files in this project are as follows:

  • main.py: codes for using the Model to check the categories of images inside a folder.
  • ViT_Fine_Tuning.ipynb: codes for model creation and fine tuning on our dataset.
  • Dataset_Creation.ipynb: codes for dataset creationg using the bing image downloader.

Formats and descriptions of the dataset:

data format: records of image and their correspondig labels

"image_id" "label"
image label

How to use

please generate the models' assets by fine tuning on the dataset of your choice using the ViT_Fine_Tuning.ipynb and modify the path in main.py.

Principal environmental dependencies as follows:

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A simple Visual Transformer based Shoe Type Classifier.


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