import gradio as gr
theme = gr.themes.Base(
text_size=gr.themes.Size(lg="16px",
md="20px", # body
sm="12px",
xl="40px", # h2
xs="10px",
xxl="50px", # h1
xxs="9px"),
#spacing_size="lg",
)
css = """
h1, h2{
text-align: center;
}
"""
with gr.Blocks(theme=theme, css=css) as demo:
# Title
gr.Markdown("""
# AI and E-Commerce
by Tony Assi
A collection of projects I've done at the intersection of AI and e-commerce, with an emphasis on computer vision and stable diffusion.
---
Table of Contents
1. [Virtual Try-On](#1)
2. [Sales Forecasting with Image Regressionn](#2)
3. [Product Recommendation using Image Similarity](#3)
4. [Text-to-Image Clothing Designer](#4)
5. [Sketch to Fashion Design](#5)
6. [Segment Clothing](#6)
7. [Clothing Search by Sketch](#7)
8. [Image to Fashion Article](#8)
9. [Clothing Feature Prediction](#9)
10. [Clothing Decade Prediction](#10)
11. [Stylist Bot](#11)
12. [Text-to-Image from an Editorial Campaign](#12)
""")
# Virtual Try-On
gr.Markdown("""
---
## Virtual Try-On
Virtually try-on clothing by submitting your image and a clothing image. A novel approach to VTO using IP-Adapter inpainting and body segmentation. [Read more](https://huggingface.co/blog/tonyassi/virtual-try-on-ip-adapter)
[](https://huggingface.co/spaces/tonyassi/fashion-try-on)
[](https://colab.research.google.com/drive/1d-NJNLdX6dqs5Qfm1UYDQknBrhwZXx7R?usp=sharing)
""")
# Sales Forecasting with Image Regression
gr.Markdown("""
---
## Sales Forecasting with Image Regression
Predict sales from a product image. Image regression training, hosting, and inference. [Read more](https://huggingface.co/blog/tonyassi/image-regression)
[](https://github.com/TonyAssi/ImageRegression)
[](https://huggingface.co/tonyassi/sales-prediction)
""")
# Product Recommendation using Image Similarity
gr.Markdown("""
---
## Product Recommendation using Image Similarity
Recommend products that look most similar to the preference products that have already been clicked. [Read more](https://huggingface.co/blog/tonyassi/product-recommendation-using-image-similarity)
[](https://huggingface.co/spaces/tonyassi/product-recommendation)
[](https://github.com/TonyAssi/product-recommendation/tree/main)
---
## Text-to-Image Clothing Designer
This text-to-image model was fine-tuned on [Lucy in the Sky](https://www.lucyinthesky.com/) product image - product text pairs. Text input is limited to the language of the product catalog it was trained on which forces the model to generate images in a simialr style to the product images.
[](https://huggingface.co/spaces/LucyintheSky/lucy-text-to-image)
""")
# Sketch to Fashion Design
gr.Markdown("""
---
## Sketch to Fashion Design
Convert a sketch into a photorealistic garment on a model.
[](https://huggingface.co/spaces/tonyassi/sketch-to-fashion-design)
""")
# Segment Clothing
gr.Markdown("""
---
## Segment Clothing
Segment clothing from an image.
[](https://huggingface.co/spaces/tonyassi/clothing-segmentation)
[](https://github.com/TonyAssi/Segment-Clothing)
""")
# Clothing Search by Sketch
gr.Markdown("""
---
## Clothing Search by Sketch
Search for a clothing by sketching it.
[](https://huggingface.co/spaces/tonyassi/sketch-to-fashion-collection)
""")
# Image to Fashion Article
gr.Markdown("""
---
## Image to Fashion Article
[](https://huggingface.co/spaces/tonyassi/image-to-fashion-article)
""")
# Clothing Feature Prediction
gr.Markdown("""
---
## Clothing Feature Prediction
Predicts anywhere between 0-36 clothing features. Fine-tined on [Lucy in the Sky](https://www.lucyinthesky.com/) product catalog.
[](https://huggingface.co/spaces/LucyintheSky/feature-prediction)
[](https://huggingface.co/LucyintheSky/lucy-feature-prediction)
""")
# Clothing Decade Prediction
gr.Markdown("""
---
## Clothing Decade Prediction
Predicts which decade your clothing is from.
[](https://huggingface.co/spaces/tonyassi/Which-decade-are-you-from)
[](https://huggingface.co/tonyassi/fashion-clothing-decade)
""")
# Stylist Bot
gr.Markdown("""
---
## Stylist Bot
A chatbot that gives fashion styling advice.
[](https://huggingface.co/spaces/tonyassi/fashion-stylist-bot)
""")
# Text-to-Image from an Editorial Campaign
gr.Markdown("""
---
## Text-to-Image from an Editorial Campaign
A text-to-image LoRA model was fine-tuned on [Lucy in the Sky](https://www.lucyinthesky.com/) editorial prom campaign.
[](https://huggingface.co/spaces/LucyintheSky/lucy-dream)
[](https://huggingface.co/LucyintheSky/lucy-dream-lora)
""")
demo.launch()