UpscaleAI / app.py
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import gradio as gr
import cv2
from cv2 import dnn_superres
import sys
from os.path import exists
def upscale(image):
# increase the size of the picture with a factor of 3
factor = 2
# Create an SR object
sr = dnn_superres.DnnSuperResImpl_create()
# Read image
# image = cv2.imread(FILE_PATH)
# Read the desired model
path = "models/FSRCNN_x" + str(factor) + ".pb"
sr.readModel(path)
# Set the desired model and scale to get correct pre- and post-processing
sr.setModel("fsrcnn", factor)
# Upscale the image
result = sr.upsample(image)
# Save the image
cv2.imwrite("./upscaled.png", result)
iface = gr.Interface(
upscale,
gr.inputs.Image(shape=(128,128)),
"text",
)
iface.launch()