jazmiahenry/fashionclassifier

FashionClassifier

This classifier was created to identify fashion styles between four categories: grunge, streetwear, haute couture, and preppy. It was created using Nanonets API. The Training_Model_Nanonets_API file shows the code used to deploy the Nanonets API wrapper to my training model and the Fashion styles file shows the trained model. Here's how I did it:

1. Create API using Nanonets

   git clone https://github.com/NanoNets/image-classification-sample-python.git cd image-classification-sample-python, sudo pip install requests

2. Download 1000 photos using Fatkun Batch Download Chrome extension

   A. Create four folders by fashion syle: - Preppy - Streetwear - Grunge - Haute Couture

   B. Input code into Training_Model file

3. Train Model with four fashion styles using 1000 photos:

        - Preppy
        - Streetwear
        - Grunge
        - Haute Couture
   

4. API accuracy: 79.45206%

*Examples:

• {"message":"Success","result":[{"message":"Success","prediction":[{"label":"streetwear","probability":0.96925855},{"label":"grunge","probability":0.21886736},{"label":"haute_couture","probability":0.01011632},{"label":"preppy","probability":0.004824163}],"file":"2Q__ (6).jpg"}]}

• {"message":"Success","result":[{"message":"Success","prediction":[{"label":"grunge","probability":0.85924125},{"label":"preppy","probability":0.07808834},{"label":"haute_couture","probability":0.048710093},{"label":"streetwear","probability":0.022214254}],"file":"images - 2020-06-29T193244.762.jpg"}]}

• {"message":"Success","result":[{"message":"Success","prediction":[{"label":"preppy","probability":0.9066279},{"label":"streetwear","probability":0.12773524},{"label":"grunge","probability":0.0410224},{"label":"haute_couture","probability":0.012403343}],"file":"images - 2020-06-29T194709.118.jpg"}]}

• {"message":"Success","result":[{"message":"Success","prediction":[{"label":"haute_couture","probability":0.94372743},{"label":"preppy","probability":0.048559822},{"label":"grunge","probability":0.025903732},{"label":"streetwear","probability":0.020954607}],"file":"images - 2020-06-29T195702.227.jpg"}]}