| | |
| |
|
| | from __future__ import annotations |
| |
|
| | import pathlib |
| |
|
| | import gradio as gr |
| |
|
| | from model import Model |
| |
|
| | DESCRIPTION = '''# [HairCLIP](https://github.com/wty-ustc/HairCLIP) |
| | |
| | <center><img id="teaser" src="https://raw.githubusercontent.com/wty-ustc/HairCLIP/main/assets/teaser.png" alt="teaser"></center> |
| | ''' |
| |
|
| |
|
| | def load_hairstyle_list() -> list[str]: |
| | with open('HairCLIP/mapper/hairstyle_list.txt') as f: |
| | lines = [line.strip() for line in f.readlines()] |
| | lines = [line[:-10] for line in lines] |
| | return lines |
| |
|
| |
|
| | def set_example_image(example: list) -> dict: |
| | return gr.Image.update(value=example[0]) |
| |
|
| |
|
| | def update_step2_components(choice: str) -> tuple[dict, dict]: |
| | return ( |
| | gr.Dropdown.update(visible=choice in ['hairstyle', 'both']), |
| | gr.Textbox.update(visible=choice in ['color', 'both']), |
| | ) |
| |
|
| |
|
| | model = Model() |
| |
|
| | with gr.Blocks(css='style.css') as demo: |
| | gr.Markdown(DESCRIPTION) |
| | with gr.Box(): |
| | gr.Markdown('## Step 1') |
| | with gr.Row(): |
| | with gr.Column(): |
| | with gr.Row(): |
| | input_image = gr.Image(label='Input Image', |
| | type='filepath') |
| | with gr.Row(): |
| | preprocess_button = gr.Button('Preprocess') |
| | with gr.Column(): |
| | aligned_face = gr.Image(label='Aligned Face', |
| | type='pil', |
| | interactive=False) |
| | with gr.Column(): |
| | reconstructed_face = gr.Image(label='Reconstructed Face', |
| | type='numpy') |
| | latent = gr.Variable() |
| |
|
| | with gr.Row(): |
| | paths = sorted(pathlib.Path('images').glob('*.jpg')) |
| | gr.Examples(examples=[[path.as_posix()] for path in paths], |
| | inputs=input_image) |
| |
|
| | with gr.Box(): |
| | gr.Markdown('## Step 2') |
| | with gr.Row(): |
| | with gr.Column(): |
| | with gr.Row(): |
| | editing_type = gr.Radio( |
| | label='Editing Type', |
| | choices=['hairstyle', 'color', 'both'], |
| | value='both', |
| | type='value') |
| | with gr.Row(): |
| | hairstyles = load_hairstyle_list() |
| | hairstyle_index = gr.Dropdown(label='Hairstyle', |
| | choices=hairstyles, |
| | value='afro', |
| | type='index') |
| | with gr.Row(): |
| | color_description = gr.Textbox(label='Color', value='red') |
| | with gr.Row(): |
| | run_button = gr.Button('Run') |
| |
|
| | with gr.Column(): |
| | result = gr.Image(label='Result') |
| |
|
| | preprocess_button.click(fn=model.detect_and_align_face, |
| | inputs=input_image, |
| | outputs=aligned_face) |
| | aligned_face.change(fn=model.reconstruct_face, |
| | inputs=aligned_face, |
| | outputs=[reconstructed_face, latent]) |
| | editing_type.change(fn=update_step2_components, |
| | inputs=editing_type, |
| | outputs=[hairstyle_index, color_description]) |
| | run_button.click(fn=model.generate, |
| | inputs=[ |
| | editing_type, |
| | hairstyle_index, |
| | color_description, |
| | latent, |
| | ], |
| | outputs=result) |
| |
|
| | demo.queue(max_size=10).launch() |
| |
|
