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Watsus - Help Users Find What's Sustainable 🌿

Project Overview πŸ“ˆ

Watsus aims to create a two-sided marketplace where users can rent or sell event-specific clothing (e.g., wedding dresses, pageant gowns) and buy or rent second-hand clothes. The platform helps users afford high-quality clothing for special occasions and reduce clothing waste by facilitating the resale and rental of underused items.

Product Manager

  • Jean Noubeyo Noubeyo

Team Members

  • William Sokol
  • Chidinma
  • Claire

Technical Advisor


Vision 🌟

Create a sustainable and affordable marketplace for high-quality event-specific clothing. Reduce clothing waste and support small businesses by enabling users to rent, sell, or trade items they no longer need.


Goals 🎯

  • Shop Creation: Utilize user-generated images and form fields to create a searchable shop for ethnic clothing (e.g., African clothes).
  • Database Development: Implement a database for clothing images with classification capabilities to extract fabric types, colors, and patterns.
  • Image Recognition: Use convolutional methods to extract information and represent cuts as vectors, building segmentation models.
  • Exchange Platform: Enable users to trade items to afford new ones.
  • Small Business Discovery: Help users find small businesses that make similar items.
  • Ease of Disposal: Enable users to get rid of excess unwanted items easily.

User Stories πŸ“

  • Finding Affordable Items: As a user, I want to find affordable items for events by paying a fee or trading items I no longer need.
  • Ethnic Clothing Search: As a user, I want to easily search for ethnic clothing using user-generated images and form fields.
  • Image Classification: As a user, I want to upload images of my clothing items and have them classified by fabric, color, and pattern.
  • Small Business Discovery: As a user, I want to discover small businesses that offer similar items.
  • Item Disposal and Trade: As a user, I want to get rid of my unwanted items and potentially trade them for items I need.

Tools and Requirements πŸ› οΈ

Database πŸ“š

  • Store images of clothing items.
  • Classify items to extract fabric and cuts (e.g., light blue, color, and pattern).
  • Use convolutional methods to illustrate cuts and represent them as vectors.
  • Build segmentation models for precise classification.

Storage πŸ“¦

  • Develop an exchange platform for item trade.

Image Recognition πŸ“Έ

  • Utilize the camera app to find items based on existing data.
  • Limit searches to relevant items.
  • Help users discover small businesses that make similar items.

Search πŸ”

  • Scrap items from the reuse/resale market.
  • Create a searchable database of 1 billion pieces of clothing.

User Experience 🎨

Figma Prototype 🎨

Figma Design Link


Personas πŸ‘₯

Primary Users

  • Individuals needing clothing for special events.
  • People looking to sell or rent out their gently used clothing items.

Secondary Users

  • Small businesses offering unique clothing items.
  • Users looking to trade items they no longer need.

Technical To-Do List πŸ› οΈ

Image Classification πŸ“Έ

  • Find similar items.
  • Auto-categorize items.
  • Create vector embeddings for clothing images.
  • Label certain areas by category name.

Photo Entries πŸ“Έ

  • Implement a photo upload system.
  • Create a photo PSQL database.

Public Website Development 🌐

  • Lead Developer: William Sokol

Prototype Development πŸ“Š

  • Chidinma:
    • Create a dashboard prototype.
    • Show the flow of how pictures will be saved with descriptions and prices.
    • Demonstrate how items will be searched for.
    • Develop an MVP pitch deck.

Dataset and Embeddings πŸ“‚

  • Claire:
    • Find a dataset with images.
    • Create image embeddings.
    • Develop a search function for images from the embeddings.

Storage πŸ“¦

TBD: Define storage solutions for the platform.


Bonus Features 🎁

  • Explore integration of vector edges for enhanced image recognition.

Goal for Today 🎯

Begin the creation of the shop with user-generated images and searchable form fields for ethnic clothing (e.g., African clothes).


Installation / Setup Instructions πŸ› οΈ

Prerequisites

  • Node.js
  • PostgreSQL

Steps

  1. Clone the repository:
    git clone https://github.com/yourusername/watsus.git
    cd watsus

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