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import streamlit as st | |
from super_image import EdsrModel, ImageLoader | |
from PIL import Image | |
import cv2 | |
st.title('Take your picture to the next level') | |
col1, col2 = st.columns([3, 1]) | |
preds = None | |
with col2: | |
choice = st.selectbox('Scale to', [2, 3, 4]) | |
model_choice = st.selectbox('Model', ['EDSR', 'PAN', 'CARN']) | |
with col1: | |
file = st.file_uploader('Post your picture', type=['png', 'jpeg']) | |
if file is not None: | |
image = Image.open(file) | |
col1, col2 = st.columns(2) | |
with col1: | |
st.subheader('Input image') | |
st.image(image) | |
if model_choice == "EDSR": | |
model = EdsrModel.from_pretrained("eugenesiow/edsr-base", scale=int(choice)) | |
inputs = ImageLoader.load_image(image) | |
preds = model(inputs) | |
ImageLoader.save_image(preds, './scaled_2x.png') | |
img = Image.open('./scaled_2x.png') | |
with col2: | |
st.subheader('New image') | |
st.image(img, caption=f'Upscaled {choice} times image') | |
with open('./scaled_2x.png', 'rb') as f: | |
st.download_button(label="Download image", data=f, file_name="upscaled.png", mime="image/png") | |
else: | |
st.text('Not supported yet. Comeback soon for fun releases') | |