Tens or Flow va Flask yordamida tasvirni aniqlash

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Sana	19.05.2024
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Python sun\'iy intellekt texnologiyasi Dasrlik 2024

3-qadam: HTML shablonini yaratish

1. Tens or Flow va Flask yordamida tasvirni aniqlash:
1-qadam: kutubxonalarni o‘rnatish
pip install Flask tensorflow Pillow
2-qadam: Flash dasturini yaratish:
# app.py
from flask import Flask, render_template, request, jsonify
from PIL import Image
import numpy as np
import tensorflow as tf
app = Flask(__name__)
model = tf.keras.applications.MobileNetV2(weights='imagenet’)
def preprocess_image(image_path):
img = Image.open(image_path)
img = img.resize((224, 224))
img_array = np.array(img) / 255.0
img_array = np.expand_dims(img_array, axis=0)
return img_array
def predict_image(image_array):
predictions = model.predict(image_array)
label = tf.keras.applications.mobilenet_v2.decode_predictions(predictions)
return label[0][0][1]
@app.route('/', methods=['GET’, 'POST’])
def index():
if request.method == 'POST’:
file = request.files['file’]
if file:
image_path = "uploads/" + file.filename
file.save(image_path)
image_array = preprocess_image(image_path)
prediction = predict_image(image_array)
return render_template('index.html', prediction=prediction, image_path=image_path)
return render_template('index.html')
if __name__ == '__main__':
app.run(debug=True)
3-qadam: HTML shablonini yaratish:

Image Recognition

Image Recognition

{% if prediction %}

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