GarmentIQ: Automated Garment Measurement for Fashion Retail | Dashboard

Last update of this page: 01/28/2026

This project is associated with the Data Science Lab at ETH Zurich and is conducted in collaboration with INDITEX.

Progress & Tentative Schedule

Status: ✓ - completed, ⭘ - in progress, ⨯ - scheduled.

  • Classification

    • ✓ Data scraping (click to see detail)
    • ✓ Data exploration
    • ✓ Train base models
    • ✓ Model fine tune and compare
    • ✓ Orgnaize code following the Python library standard
    • ✓ Connect to next steps - segmentation and measurement instruction

  • Segmentation

    • ✓ Find and apply pre-trained model
    • ✓ Orgnaize code following the Python library standard
    • ✓ Connect to next step - landmark extraction

  • Measurement instruction

    • ✓ Read measurement instruction
    • ✓ Transfer instruction to machine readable format
    • ✓ Connect to next step - landmark extraction

  • Landmark extraction

    • ✓ Find and apply pre-trained model
    • ✓ Model fine tune and adjustment
    • ✓ Orgnaize code following the Python library standard

  • Web interface demo

    • ✓ Application - tailor (the whole pipeline)
    • ✓ Garment measurement instruction generation
    • ✓ Garment image classification
    • ✓ Garment image segmentation
    • ✓ Garment landmark detection
    • ✓ Garment landmark adjustment

  • Documentation

    • ✓ MagicBox
    • ✓ Python API

Authors

Below are the members of our group and their institutional affiliations during the project, along with their contact information (listed in alphabetical order by last name). If you wish to contact us, please email our personal addresses; CC'ing the other members would be appreciated.

  1. Name: Fangzhou Ma

    2. Institution: Swiss Federal Institute of Technology Zurich

    Institution email:

    Personal email:

  2. Name: Li Yuan

    3. Institution: Swiss Federal Institute of Technology Zurich

    Institution email:

    Personal email:

  3. Name: Xinrui Zhai

    4. Institution: Swiss Federal Institute of Technology Zurich

    Institution email:

    Personal email:

Challenge Giver & Coach

  1. Challenge Giver: Adrian Gonzalez-Sieira

    2. Organization: INDITEX

  2. Challenge Giver: Laura Rodriguez-Barreiro

    3. Organization: INDITEX

  3. Coach: Elliott Ash

    4. Organization: Swiss Federal Institute of Technology Zurich

Data Science Lab Materials

🔒 Google Drive: Open in a new window

Report

Open in a new window

Poster

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GitHub Repository

https://github.com/lygitdata/GarmentIQ/