Virtual-try-on / app.py
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import gradio as gr
import numpy as np
import cv2
import open3d as o3d
# Load 3D jewelry models
def load_jewelry_model(model_path):
mesh = o3d.io.read_triangle_mesh(model_path)
return mesh
# Function to simulate try-on
def try_on_jewelry(image, jewelry_model_path):
# Load input image
input_image = cv2.imdecode(np.frombuffer(image.read(), np.uint8), cv2.IMREAD_COLOR)
# Load 3D jewelry model
jewelry_mesh = load_jewelry_model(jewelry_model_path)
# Here, implement the virtual try-on logic, e.g., using 3D rendering libraries, facial landmarks detection, etc.
# For the example, let's just overlay the jewelry on a static position
overlay_image = input_image.copy()
# Assume jewelry is placed at a fixed position for simplicity
return overlay_image
# Create Gradio interface
iface = gr.Interface(
fn=try_on_jewelry,
inputs=[
gr.Image(source="upload", tool="editor", type="file"),
gr.inputs.Dropdown(["models/ring.obj", "models/necklace.glb"], label="Select Jewelry Model"),
],
outputs="image",
title="Virtual Jewelry Try-On",
description="Upload your image and select a jewelry model to see how it looks on you.",
)
iface.launch()