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imat_fashion_2018's Introduction

iMaterialist Challenge on Fashion 2018

1. Directory Structure

iMat_Fashion_2018
├── data
│   ├── train.json
│   ├── train.csv
│   ├── validation.json
│   ├── val.csv
│   ├── train
│   │   ├── 1.jpg
│   │   ├── 2.jpg
│   │   └── ...
│   └── val
│       ├── 1.jpg
│       ├── 2.jpg
│       └── ...
├── download_image.ipynb
├── label_map_228.csv
├── README.md
├── Train.ipynb
└── utils
    ├── dataset.py
    ├── download_utils.py
    └── train.py
  • Cause of file size problem, I only provide source codes not the data
  • If you want to follow up, see Section 2. Steps to Follow-up

2. Steps to Follow-up

  1. Download train.json and place it following Section 1. Directory Structure [link]
  2. Download validation.json and place it following Section 1. Directory Structure [link]
  3. Run download_image.ipynb
  • this scripts make train.csv, val.csv and download train images, val images using multiprocessing
  • train.csv, val.csv : labels of each train/val images
  1. Run Train.ipynb

3. Baseline

  • Baseline is provided using resnet of pytorch with 18, 34, 50, 101 depth

4. Reference

imat_fashion_2018's People

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