rice / app.py
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import streamlit as st
from tensorflow.keras.models import load_model
from PIL import Image
import numpy as np
model=load_model('pirinc_cnn_model.h5')
def process_image(img):
img=img.resize((50,50)) #boyutunu 50 x 50 pixel yaptik
img=np.array(img)
img=img/255.0 #normalize ettik
img=np.expand_dims(img,axis=0)
return img
st.title("Pirinç Resmi Siniflandirma :ear_of_rice:")
st.write("Pirinç cinsini tahmin etmek için pirinc resmi ekleyin")
file=st.file_uploader('Bir Resim Sec',type=['jpg','jpeg','png'])
if file is not None:
img=Image.open(file)
st.image(img,caption='yuklenen resim')
image= process_image(img)
prediction=model.predict(image)
predicted_class=np.argmax(prediction)
class_names=["Arborio","Basmati","Ipsala","Jasmine","Karacadag"]
st.write(class_names[predicted_class])