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Running
on
CPU Upgrade
import gradio as gr | |
import os | |
import cv2 | |
# Assuming img_colorization as before | |
from modelscope.pipelines import pipeline | |
from modelscope.utils.constant import Tasks | |
import PIL | |
import numpy as np | |
import uuid | |
from gradio_imageslider import ImageSlider | |
# Your existing colorization pipeline | |
img_colorization = pipeline(Tasks.image_colorization, model='iic/cv_ddcolor_image-colorization') | |
# Additional pipelines for image enhancement and repair | |
img_enhancement = pipeline(Tasks.image_super_resolution, model='your_super_resolution_model') | |
img_repair = pipeline(Tasks.image_inpainting, model='your_image_repair_model') | |
def process_image(image, enhance_quality, repair_damage): | |
# Convert image to proper format for processing | |
image = image[..., ::-1] | |
# Repair the image if requested | |
if repair_damage: | |
image = img_repair(image)[OutputKeys.OUTPUT_IMG].astype(np.uint8) | |
# Enhance image quality if requested | |
if enhance_quality: | |
image = img_enhancement(image)[OutputKeys.OUTPUT_IMG].astype(np.uint8) | |
# Colorize the image | |
colored_image = img_colorization(image)[OutputKeys.OUTPUT_IMG].astype(np.uint8) | |
# Save the processed image with a unique filename | |
unique_imgfilename = str(uuid.uuid4()) + '.png' | |
cv2.imwrite(unique_imgfilename, colored_image) | |
print('Infer finished!') | |
# Return both original and processed image paths for the slider | |
return image[..., ::-1], unique_imgfilename | |
title = "Old Photo Restoration" | |
description = "Upload old photos for colorization, quality enhancement, and damage repair." | |
examples = [['./input.jpg'],] | |
inputs = [ | |
gr.inputs.Image(shape=(512, 512)), | |
gr.inputs.Checkbox(label="Enhance Quality"), | |
gr.inputs.Checkbox(label="Repair Damage") | |
] | |
outputs = gr.outputs.ImageSlider(position=0.5, label='Processed image with slider-view') | |
demo = gr.Interface(fn=process_image, inputs=inputs, outputs=outputs, examples=examples, title=title, description=description) | |
if __name__ == "__main__": | |
demo.launch() | |