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Build error
Build error
Update app.py
Browse files
app.py
CHANGED
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@@ -5,13 +5,15 @@ import time
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import sys
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import os
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from pathlib import Path
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from PIL import Image, ImageTk
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import tempfile
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import io
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import threading
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import tkinter as tk
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from tkinter import filedialog, Label, Button, Frame
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# Constants
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MODEL_DIR = "models"
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@@ -22,7 +24,7 @@ def parse_args():
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parser.add_argument('--garment', type=str, help='Path to garment image')
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parser.add_argument('--webcam', type=int, default=0, help='Webcam index to use')
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parser.add_argument('--resolution', type=str, default='640x480', help='Camera resolution')
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parser.add_argument('--
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parser.add_argument('--tkinter', action='store_true', help='Run with Tkinter UI')
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return parser.parse_args()
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@@ -498,12 +500,12 @@ class GarmentProcessor:
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class AdvancedVirtualTryOn:
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"""Main class for the virtual try-on system"""
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def __init__(self, garment_path, camera_index=0, resolution="640x480",
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# Parse resolution
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width, height = map(int, resolution.split('x'))
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# Set
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self.
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# Initialize components
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self.pose_estimator = HumanPoseEstimator()
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@@ -512,8 +514,8 @@ class AdvancedVirtualTryOn:
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# Load garment
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self.garment = self.garment_processor.load_garment(garment_path)
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# Initialize camera if not in
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if not
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self.camera = cv2.VideoCapture(camera_index)
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self.camera.set(cv2.CAP_PROP_FRAME_WIDTH, width)
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self.camera.set(cv2.CAP_PROP_FRAME_HEIGHT, height)
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@@ -544,7 +546,7 @@ class AdvancedVirtualTryOn:
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self.last_keypoints = None
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print("Advanced Virtual Try-On initialized.")
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if not
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print("Starting camera feed...")
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def update_fps(self):
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@@ -709,7 +711,7 @@ class AdvancedVirtualTryOn:
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1, (0, 255, 0), 2, cv2.LINE_AA)
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# Display current garment fit parameters
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if self.show_controls and not self.
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# Display fitting instructions
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instructions = [
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"Controls:",
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@@ -726,7 +728,7 @@ class AdvancedVirtualTryOn:
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cv2.putText(frame, line, (10, y_pos), cv2.FONT_HERSHEY_SIMPLEX,
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0.5, (0, 255, 0), 1, cv2.LINE_AA)
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y_pos += 25
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elif not self.
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cv2.putText(frame, "Press 'c' for controls", (10, 70),
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cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0, 255, 0), 1, cv2.LINE_AA)
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@@ -734,8 +736,8 @@ class AdvancedVirtualTryOn:
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def run(self):
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"""Main application loop"""
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if self.
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print("
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return
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print("Advanced Virtual Try-On started. Press 'q' to quit, 'd' to toggle debug mode.")
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def clean_up(self):
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"""Clean up resources"""
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if hasattr(self, 'camera') and not self.
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self.camera.release()
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cv2.destroyAllWindows()
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print("Application closed.")
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@@ -1078,137 +1080,167 @@ def run_tkinter_app(webcam_index=0, resolution="640x480"):
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ui = TkinterUI(webcam_index, resolution)
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ui.start()
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def
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"""Run the application in
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st.info("For best results, use a garment image with a transparent background.")
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# Main content
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col1, col2 = st.columns(2)
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# If no garment uploaded, show sample garments
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if uploaded_garment is None:
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with col1:
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st.warning("Please upload a garment image to begin")
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st.write("No garment image uploaded. Here's how it works:")
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st.write("1. Upload a garment image with transparent background")
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st.write("2. Position yourself in front of the camera")
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st.write("3. Adjust the fit using the controls in the sidebar")
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# Example garment placeholder
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st.image("https://i.imgur.com/JFP0rja.png", caption="Example garment (upload your own)")
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with col2:
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# Camera placeholder
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st.write("Camera feed will appear here")
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placeholder = st.empty()
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placeholder.image(np.zeros((480, 640, 3), dtype=np.uint8), channels="BGR", caption="Webcam feed will appear here")
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return
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# Save uploaded garment to temp file
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temp_garment_file = None
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if uploaded_garment is not None:
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temp_garment_file = tempfile.NamedTemporaryFile(delete=False, suffix=".png")
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temp_garment_file.write(uploaded_garment.getvalue())
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temp_garment_file.close()
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# Initialize the application with the uploaded garment
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try:
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app = AdvancedVirtualTryOn(temp_garment_file.name, 0, "640x480", streamlit_mode=True)
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# Set parameters from sliders
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app.width_scale = width_scale
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app.height_scale = height_scale
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app.collar_position = collar_position
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app.debug_mode = debug_mode
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# Show the garment
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with col1:
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st.subheader("Garment:")
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garment_display = cv2.cvtColor(app.garment, cv2.COLOR_BGRA2RGBA)
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st.image(garment_display, caption="Your uploaded garment")
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# Start webcam
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with col2:
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st.subheader("Virtual Try-On:")
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webcam_placeholder = st.empty()
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cap = cv2.VideoCapture(0)
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cap.set(cv2.CAP_PROP_FRAME_WIDTH, 640)
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cap.set(cv2.CAP_PROP_FRAME_HEIGHT, 480)
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return
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# Remove temporary file
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if temp_garment_file:
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try:
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os.unlink(temp_garment_file.name)
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except:
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pass
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def main():
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args = parse_args()
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try:
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# Check which mode to run in
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if args.
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# Use tkinter by default if no garment is specified
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run_tkinter_app(args.webcam, args.resolution)
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else:
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import sys
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import os
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from pathlib import Path
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from PIL import Image
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import tempfile
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import io
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import threading
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import tkinter as tk
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from tkinter import filedialog, Label, Button, Frame
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from shiny import App, render, ui, reactive
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from shiny.types import ImgData
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import base64
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# Constants
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MODEL_DIR = "models"
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parser.add_argument('--garment', type=str, help='Path to garment image')
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parser.add_argument('--webcam', type=int, default=0, help='Webcam index to use')
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parser.add_argument('--resolution', type=str, default='640x480', help='Camera resolution')
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parser.add_argument('--shiny', action='store_true', help='Run in Shiny mode')
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parser.add_argument('--tkinter', action='store_true', help='Run with Tkinter UI')
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return parser.parse_args()
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class AdvancedVirtualTryOn:
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"""Main class for the virtual try-on system"""
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def __init__(self, garment_path, camera_index=0, resolution="640x480", shiny_mode=False):
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# Parse resolution
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width, height = map(int, resolution.split('x'))
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# Set Shiny mode
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self.shiny_mode = shiny_mode
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# Initialize components
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self.pose_estimator = HumanPoseEstimator()
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# Load garment
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self.garment = self.garment_processor.load_garment(garment_path)
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# Initialize camera if not in Shiny mode
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if not shiny_mode:
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self.camera = cv2.VideoCapture(camera_index)
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self.camera.set(cv2.CAP_PROP_FRAME_WIDTH, width)
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self.camera.set(cv2.CAP_PROP_FRAME_HEIGHT, height)
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self.last_keypoints = None
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print("Advanced Virtual Try-On initialized.")
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if not shiny_mode:
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print("Starting camera feed...")
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def update_fps(self):
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1, (0, 255, 0), 2, cv2.LINE_AA)
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# Display current garment fit parameters
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if self.show_controls and not self.shiny_mode:
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# Display fitting instructions
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instructions = [
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"Controls:",
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cv2.putText(frame, line, (10, y_pos), cv2.FONT_HERSHEY_SIMPLEX,
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0.5, (0, 255, 0), 1, cv2.LINE_AA)
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y_pos += 25
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elif not self.shiny_mode:
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cv2.putText(frame, "Press 'c' for controls", (10, 70),
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cv2.FONT_HERSHEY_SIMPLEX, 0.7, (0, 255, 0), 1, cv2.LINE_AA)
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def run(self):
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"""Main application loop"""
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if self.shiny_mode:
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print("Shiny mode is active. The main loop will be controlled by the Shiny app.")
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return
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print("Advanced Virtual Try-On started. Press 'q' to quit, 'd' to toggle debug mode.")
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def clean_up(self):
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"""Clean up resources"""
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if hasattr(self, 'camera') and not self.shiny_mode and self.camera.isOpened():
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self.camera.release()
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cv2.destroyAllWindows()
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print("Application closed.")
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ui = TkinterUI(webcam_index, resolution)
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ui.start()
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def run_shiny_app():
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"""Run the application in Shiny mode"""
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app_ui = ui.page_fluid(
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ui.tags.head(
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ui.tags.title("Advanced Virtual Try-On"),
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ui.tags.style("""
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.container { max-width: 1200px; }
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.row { margin-bottom: 20px; }
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.col-md-6 { padding: 10px; }
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.well { background-color: #f8f9fa; padding: 15px; border-radius: 5px; }
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.form-group { margin-bottom: 15px; }
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.control-label { font-weight: bold; }
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.img-preview { max-width: 100%; height: auto; }
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""")
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),
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ui.div(
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{"class": "container"},
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ui.h1("Advanced Virtual Try-On"),
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ui.p("Try on clothing virtually using your webcam"),
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ui.div(
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{"class": "row"},
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ui.div(
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{"class": "col-md-6"},
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ui.div(
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{"class": "well"},
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ui.h3("Settings"),
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ui.input_file("garment_upload", "Upload Garment Image",
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accept=[".png", ".jpg", ".jpeg"]),
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ui.div(
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{"class": "form-group"},
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ui.input_slider("width_scale", "Width Scale",
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min=0.8, max=3.0, value=1.2, step=0.1),
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ui.input_slider("height_scale", "Height Scale",
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min=0.6, max=2.0, value=1.1, step=0.1),
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ui.input_slider("collar_position", "Collar Position",
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min=0.05, max=0.3, value=0.2, step=0.01),
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ui.input_checkbox("debug_mode", "Show Skeleton", value=False)
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),
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ui.div(
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{"class": "form-group"},
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ui.input_action_button("start_button", "Start Try-On",
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class_="btn-primary"),
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ui.input_action_button("stop_button", "Stop",
|
| 1127 |
+
class_="btn-danger")
|
| 1128 |
+
)
|
| 1129 |
+
)
|
| 1130 |
+
),
|
| 1131 |
+
ui.div(
|
| 1132 |
+
{"class": "col-md-6"},
|
| 1133 |
+
ui.div(
|
| 1134 |
+
{"class": "well"},
|
| 1135 |
+
ui.h3("Preview"),
|
| 1136 |
+
ui.output_image("garment_preview"),
|
| 1137 |
+
ui.h3("Live Try-On"),
|
| 1138 |
+
ui.output_image("webcam_feed")
|
| 1139 |
+
)
|
| 1140 |
+
)
|
| 1141 |
+
)
|
| 1142 |
+
)
|
| 1143 |
+
)
|
| 1144 |
+
|
| 1145 |
+
def server(input, output, session):
|
| 1146 |
+
# Initialize reactive values
|
| 1147 |
+
app = reactive.Value(None)
|
| 1148 |
+
is_running = reactive.Value(False)
|
| 1149 |
+
temp_garment_file = reactive.Value(None)
|
| 1150 |
+
|
| 1151 |
+
@reactive.Effect
|
| 1152 |
+
@reactive.event(input.garment_upload)
|
| 1153 |
+
def handle_garment_upload():
|
| 1154 |
+
if input.garment_upload() is not None:
|
| 1155 |
+
# Save uploaded file to temp
|
| 1156 |
+
temp_file = tempfile.NamedTemporaryFile(delete=False, suffix=".png")
|
| 1157 |
+
temp_file.write(input.garment_upload()["datapath"])
|
| 1158 |
+
temp_file.close()
|
| 1159 |
+
temp_garment_file.set(temp_file.name)
|
| 1160 |
+
|
| 1161 |
+
@reactive.Effect
|
| 1162 |
+
@reactive.event(input.start_button)
|
| 1163 |
+
def start_tryon():
|
| 1164 |
+
if not temp_garment_file.get():
|
| 1165 |
+
ui.notification_show("Please upload a garment first", type="warning")
|
| 1166 |
return
|
| 1167 |
|
| 1168 |
+
if not is_running.get():
|
| 1169 |
+
try:
|
| 1170 |
+
app.set(AdvancedVirtualTryOn(
|
| 1171 |
+
temp_garment_file.get(),
|
| 1172 |
+
0,
|
| 1173 |
+
"640x480",
|
| 1174 |
+
shiny_mode=True
|
| 1175 |
+
))
|
| 1176 |
+
is_running.set(True)
|
| 1177 |
+
ui.notification_show("Try-on started", type="success")
|
| 1178 |
+
except Exception as e:
|
| 1179 |
+
ui.notification_show(f"Error starting try-on: {e}", type="error")
|
| 1180 |
+
|
| 1181 |
+
@reactive.Effect
|
| 1182 |
+
@reactive.event(input.stop_button)
|
| 1183 |
+
def stop_tryon():
|
| 1184 |
+
if is_running.get():
|
| 1185 |
+
if app.get():
|
| 1186 |
+
app.get().clean_up()
|
| 1187 |
+
is_running.set(False)
|
| 1188 |
+
ui.notification_show("Try-on stopped", type="info")
|
| 1189 |
+
|
| 1190 |
+
@output
|
| 1191 |
+
@render.image
|
| 1192 |
+
def garment_preview():
|
| 1193 |
+
if temp_garment_file.get():
|
| 1194 |
+
img = Image.open(temp_garment_file.get())
|
| 1195 |
+
# Convert to base64
|
| 1196 |
+
buffered = io.BytesIO()
|
| 1197 |
+
img.save(buffered, format="PNG")
|
| 1198 |
+
img_str = base64.b64encode(buffered.getvalue()).decode()
|
| 1199 |
+
return ImgData(src=f"data:image/png;base64,{img_str}")
|
| 1200 |
+
return None
|
| 1201 |
+
|
| 1202 |
+
@output
|
| 1203 |
+
@render.image
|
| 1204 |
+
def webcam_feed():
|
| 1205 |
+
if is_running.get() and app.get():
|
| 1206 |
+
try:
|
| 1207 |
+
# Get frame from camera
|
| 1208 |
+
ret, frame = app.get().camera.read()
|
| 1209 |
+
if ret:
|
| 1210 |
+
# Process the frame
|
| 1211 |
+
processed = app.get().process_frame(frame)
|
| 1212 |
+
|
| 1213 |
+
# Convert to PIL Image
|
| 1214 |
+
img = Image.fromarray(cv2.cvtColor(processed, cv2.COLOR_BGR2RGB))
|
| 1215 |
+
|
| 1216 |
+
# Convert to base64
|
| 1217 |
+
buffered = io.BytesIO()
|
| 1218 |
+
img.save(buffered, format="JPEG")
|
| 1219 |
+
img_str = base64.b64encode(buffered.getvalue()).decode()
|
| 1220 |
+
return ImgData(src=f"data:image/jpeg;base64,{img_str}")
|
| 1221 |
+
except Exception as e:
|
| 1222 |
+
ui.notification_show(f"Error processing frame: {e}", type="error")
|
| 1223 |
+
return None
|
| 1224 |
+
|
| 1225 |
+
# Update app parameters when sliders change
|
| 1226 |
+
@reactive.Effect
|
| 1227 |
+
def update_params():
|
| 1228 |
+
if app.get():
|
| 1229 |
+
app.get().width_scale = input.width_scale()
|
| 1230 |
+
app.get().height_scale = input.height_scale()
|
| 1231 |
+
app.get().collar_position = input.collar_position()
|
| 1232 |
+
app.get().debug_mode = input.debug_mode()
|
| 1233 |
|
| 1234 |
+
return App(app_ui, server)
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
|
| 1235 |
|
| 1236 |
def main():
|
| 1237 |
args = parse_args()
|
| 1238 |
try:
|
| 1239 |
# Check which mode to run in
|
| 1240 |
+
if args.shiny:
|
| 1241 |
+
app = run_shiny_app()
|
| 1242 |
+
app.run(host="0.0.0.0", port=8000)
|
| 1243 |
+
elif args.tkinter or (not args.garment and not args.shiny):
|
| 1244 |
# Use tkinter by default if no garment is specified
|
| 1245 |
run_tkinter_app(args.webcam, args.resolution)
|
| 1246 |
else:
|