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import gradio as gr | |
from rembg import remove | |
from PIL import Image, ImageDraw | |
import numpy as np | |
import io | |
# Function to remove background automatically | |
def remove_bg(image): | |
if image is None: | |
return None | |
image = Image.open(image) | |
output = remove(image) | |
return output | |
# Function to refine background using + and - points | |
def refine_bg(image, points, threshold, mode): | |
if image is None: | |
return None | |
image = Image.open(image).convert("RGBA") | |
mask = Image.new("L", image.size, 0) | |
draw = ImageDraw.Draw(mask) | |
for point in points: | |
x, y = point | |
color = 255 if mode == "keep" else 0 | |
draw.ellipse((x - threshold * 10, y - threshold * 10, x + threshold * 10, y + threshold * 10), fill=color) | |
refined = Image.composite(image, Image.new("RGBA", image.size, (0, 0, 0, 0)), mask) | |
return refined | |
# Gradio UI | |
with gr.Blocks() as iface: | |
gr.Markdown("# AI Background Remover") | |
with gr.Row(): | |
input_img = gr.Image(type="filepath", label="Upload Image") | |
output_img = gr.Image(type="pil", label="Output Image") | |
remove_btn = gr.Button("Remove Background") | |
remove_btn.click(remove_bg, inputs=input_img, outputs=output_img) | |
refine_btn = gr.Button("Refine") | |
refine_options = gr.Column(visible=False) | |
with refine_options: | |
gr.Markdown("### Refine Background") | |
refine_editor = gr.Image(type="filepath", label="Tap to Add Points", interactive=True) | |
keep_btn = gr.Button("+ (Keep)") | |
remove_btn = gr.Button("- (Remove)") | |
threshold_slider = gr.Slider(0.00, 1.00, value=0.5, step=0.01, label="Threshold") | |
apply_refine_btn = gr.Button("Apply Refinements") | |
refine_mode = gr.State("keep") | |
def show_refine_section(image): | |
return gr.update(visible=True), image # Show section and keep image visible | |
def set_mode_keep(): | |
return "keep", "+ (Keep) Selected" | |
def set_mode_remove(): | |
return "remove", "- (Remove) Selected" | |
refine_btn.click(show_refine_section, inputs=input_img, outputs=[refine_options, refine_editor]) | |
keep_btn.click(set_mode_keep, outputs=[refine_mode, keep_btn]) | |
remove_btn.click(set_mode_remove, outputs=[refine_mode, remove_btn]) | |
apply_refine_btn.click(refine_bg, inputs=[input_img, refine_editor, threshold_slider, refine_mode], outputs=output_img) | |
iface.launch() | |