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import streamlit as st
import tensorflow as tf
import numpy as np
from PIL import Image
import tensorflow as tf
def model_out(model_path,img):
model = tf.keras.models.load_model(model_path)
img = (img-127.5)/127.5
img = np.expand_dims(img, 0)
pred = model.predict(img)
pred = np.asarray(pred)
return pred[0]
st.title("Xray Image Enhancer 'Doesnt work well' Pix2Pix")
face_input = st.file_uploader("Image input")
if face_input is not None:
img = Image.open(face_input)
img = img.resize((256, 256))
img = np.array(img)
pred = model_out('XrayEnhancer.h5', img)
st.image(img, caption="Uploaded Image")
st.image(((pred + 1) * 127.5).astype(np.uint8), caption="Enhanced Images") |