---
# System prepended metadata

title: '8/29/24 Meeting Notes #3'
tags: [meetings]

---

# 8/29/24 Meeting Notes #3

*`Final idea: AI Fashion Maker`*

## Datasets

- DeepFashion :
-- https://mmlab.ie.cuhk.edu.hk/projects/DeepFashion.html
- Polyvore :
-- https://paperswithcode.com/dataset/polyvore

- we could find some datasets from the papers we found:
-- Lookastic : in https://arxiv.org/pdf/2004.06229v1, they mentioned lookastic in the dataset section

## Papers
we were looking some papers on these websites:
-- https://ieeexplore.ieee.org
-- https://paperswithcode.com

we found these papers that relate the most to our project
- Style analysis of Clothing from Fashion Shows Based on Deep Learning
-- https://ieeexplore.ieee.org/document/9943872
- Fashion Style Recognition Using Component-Dependent Convolutional Neural Networks
-- https://ieeexplore.ieee.org/document/8803622
- Dress With Style: Learning Style From Joint Deep Embedding of Clothing Styles and Body Shapes (can be added as a feature)
-- https://ieeexplore.ieee.org/document/9034172
- Imitation Learning for Fashion Style Based on Hierarchical Multimodal Representation (can be added as a feature)
-- https://paperswithcode.com/paper/imitation-learning-for-fashion-style-based-on
- Fashion Recommendation Based on Style and Social Events (can be added as a feature)
-- https://paperswithcode.com/paper/fashion-recommendation-based-on-style-and


## Features

Some features that can be added into the app/website:

* Main features:
-- Recommends some outfits according to the style chosen using user's wardrobe. 


- Side features:
-- Users can manually choose set(s) that they prefer.
-- Acts like pinterest, where the user can post their outfit onto the internet.
-- Put the AI-generated set onto a mannequin/model that has the user's body measurement (Measurements are taken beforehand). [Skin tone might be included also]
-- The face of the mannequin/ model can either be the face of the user or blank like a normal mannequin. 
-- Users can include or exclude some clothes to be AI-generated with. Supposed you select a piece of shirt(s) that you like, then the AI will generate sets that goes with the shirt(s).
-- Randomized sets. Generate random sets with all/selected clothings, wont have a specific style. 
-- Not only shows the generated set, but also show the user the reference of the set (similar set from the internet or from the dataset).
-- Users are able to save the set that they like.
-- Users are able to put clothes into likes and dislikes.

## Application
We found this website that similar to our idea where you can add your own clothes to the website and find some outfits that you can create. https://lookastic.com
![image](https://hackmd.io/_uploads/BkrPKdTsC.png)
- The difference: 
-- this website provide shopping features where you can buy items
-- this website doesn't allow you to upload photos of your own clothes from your wardrobe, it has to be the clothes that they provide on their website.

![image](https://hackmd.io/_uploads/HkIk9OTsA.png)

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