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Sachin Patel

IndiaFashion

IndiaFashion is a Machine learning image classification model for classification of Indian Ethnic Apparel.

Project Image

Project Overview

Indiafashion dataset is based on the IndoFashion dataset with an extension of the 3 additional class (Men Pagdi, Women Anarkali Kurta, Women A-Line Kurta). To access the augmented IndiaFashion dataset To access original IndoFashion dataset you can contact original authors of IndoFashion

Dataset Description Dataset Statistics The dataset consists of 110K images and 18 unique cloth categories. For a fair evaluation, we ensure equal distribution of the classes in the validation and the test set consisting of 500 samples per class. The dataset stats are listed below.

Categories: Gender : Women - Women Saree, Women Kurta, Leggings & Salwar, Palazzo, Lehenga, Dupatta, Blouse, Gown, Dhoti Pants, Petticoats, Women Mojari, Women Anarkali Kurta, Women A-Line Kurta Gender : Men - Men Kurta, Nehru Jacket, Sherwani, Men Mojari, Men Pagdi

Tools Used

Python
Deep Learning
CNN
PyTorch
Google Colab
Machine Learning
Web Scraping
ResNet
Transfer Learning
Image Augmentation
Data Augmentation
F1 Score