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Clothes detection and AI outfit recommendations

We built a step-by-step “personal stylist”: computer vision that detects garments and accessories in user photos, analyzes style and recommends outfits.

Industry
Retail, Fashion
Services
Computer vision, Recommendation systems, Full-stack development
Duration
5 months
Garment detection boxes on a photo, matched to similar dresses
Project duration
5 months
Specialists on the team
5

On this page

  1. Intro
  2. Goals and challenges
  3. Solution
  4. Team
  5. Project details

Intro

AI has automated parts of many professions. Our brief was to build a step-by-step personal stylist that works from a user’s photos and preferences.

The system detects and recognizes garments and accessories, analyzes style — colors, shapes and fabric — and recommends outfits based on user preferences and inferred style features.

Goals and challenges

  1. 01

    Accurate detection

    Garments had to be detected accurately on real user photos.

  2. 02

    High load

    The system had to handle high load at scale.

  3. 03

    Easy deployment

    It had to be straightforward to deploy.

Solution

We delivered an end-to-end computer vision and recommendation stack with scalable deployment on AWS.

Team

  • 2 ML Engineers
  • 1 Front-end Developer
  • 1 UX/UI Designer
  • 1 DevOps Engineer

Project details

Industry
Retail, Fashion
Services
Computer vision, Recommendation systems, Full-stack development
Technologies
  • Python
  • TensorFlow
  • React
  • AWS
  • aiohttp
  • REST
  • Visual search
Team
5 — 2 ML engineers, 1 front-end developer, 1 UX/UI designer, 1 DevOps engineer
Duration
5 months

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