Updated web application

41ffb260 · IT18135862 Wattegedara S. L · 84890685 · 41ffb260 · 41ffb260 · 41ffb260
Commit 41ffb260 authored Oct 18, 2021 by IT18135862 Wattegedara S. L
8 changed files
--- a/flask_orgiC/Disease_BananaModel_3.ipynb
+++ b/flask_orgiC/Disease_BananaModel_3.ipynb
--- a/flask_orgiC/app.py
+++ b/flask_orgiC/app.py
+import os
+from flask import Flask, request, redirect, url_for, send_from_directory, render_template
+from keras.preprocessing.image import ImageDataGenerator, load_img, img_to_array
+from keras.models import Sequential, load_model
+from werkzeug.utils import secure_filename
+import numpy as np
+
+
+
+ALLOWED_EXTENSIONS = set(['jpg', 'jpeg', 'png', 'JPG'])
+IMAGE_SIZE = (224, 224)
+UPLOAD_FOLDER = 'static'
+img2 = load_model('model/diseases_model3.h5')
+
+
+def allowed_file(filename):
+    return '.' in filename and \
+           filename.rsplit('.', 1)[1] in ALLOWED_EXTENSIONS
+
+
+def predict(file):
+    img  = load_img(file, target_size=IMAGE_SIZE)
+    img = img_to_array(img)/255.0
+    img = np.expand_dims(img, axis=0)
+    probs = img2.predict(img)[0]
+    output = {'Healthy' : probs[0],'Sigatoka': probs[1]} 
+    
+    return output
+
+
+
+app = Flask(__name__)
+app.config['UPLOAD_FOLDER'] = UPLOAD_FOLDER
+
+
+@app.route("/")
+def template_test():
+    return render_template('index.html', label='', imagesource='file://null')
+
+
+@app.route('/', methods=['GET', 'POST'])
+def upload_file():
+    if request.method == 'POST':
+        file = request.files['file']
+        
+        if file and allowed_file(file.filename):
+            filename = secure_filename(file.filename)
+            file_path = os.path.join(app.config['UPLOAD_FOLDER'], filename)
+            file.save(file_path)
+            output = predict(file_path)
+            
+           
+           
+    return render_template("disease.html", label=output, imagesource=file_path)
+
+
+@app.route('/uploads/<filename>')
+def uploaded_file(filename):
+    return send_from_directory(app.config['UPLOAD_FOLDER'],
+                               filename)
+
+if __name__ == "__main__":
+    app.run(debug=False, threaded=False)
+
+
--- a/flask_orgiC/static/banana disease.jpg
+++ b/flask_orgiC/static/banana disease.jpg
--- a/flask_orgiC/static/healthy (3).jpg
+++ b/flask_orgiC/static/healthy (3).jpg
--- a/flask_orgiC/static/sigatoka_22.jpg
+++ b/flask_orgiC/static/sigatoka_22.jpg
--- a/flask_orgiC/static/sigatoka_37.jpg
+++ b/flask_orgiC/static/sigatoka_37.jpg
--- a/flask_orgiC/templates/disease.html
+++ b/flask_orgiC/templates/disease.html
+<!doctype html>
+<html lang="en">
+<head>
+    
+  <meta charset="UTF-8">
+  <meta name="viewport" content="width=device-width, initial-scale=1">
+  <link rel="stylesheet" href="{{url_for('static',filename='bootstrap.min.css')}}">
+  <link
+  href="https://cdn.jsdelivr.net/npm/bootstrap@5.0.1/dist/css/bootstrap.min.css"
+  rel="stylesheet"
+  integrity="sha384-+0n0xVW2eSR5OomGNYDnhzAbDsOXxcvSN1TPprVMTNDbiYZCxYbOOl7+AMvyTG2x"
+  crossorigin="anonymous"
+/>
+<link
+  rel="stylesheet"
+  href="https://cdn.jsdelivr.net/npm/bootstrap-icons@1.3.0/font/bootstrap-icons.css"
+/>
+<link
+  href="https://api.mapbox.com/mapbox-gl-js/v2.1.1/mapbox-gl.css"
+  rel="stylesheet"
+/>
+<link rel="stylesheet" href="/public/css/style.css" />
+<title>OrgiCheck</title>
+  <title>Disease Recognition Server</title>
+  <body class style="margin:10px;padding:10px">
+    <div class="page-header" id="banner">
+      <div class="row">
+        <div class="col-lg-8 col-md-7 col-sm-6">
+          <h3>Disease Recognition System</h3>
+         
+        </div>
+      </div>
+     <!-- <form action="" method=post enctype=multipart/form-data>
+        <input type=file name=file>
+        <input type=submit value=Upload>
+    </form>
+    -->
+    </div>
+    <p style="margin-bottom:2cm;"></p>
+    <div class="row">
+        <div class="col-lg-4">
+          <div class="page-header">
+            <h3 id="tables">Result</h3>
+          </div>
+          <div class="bs-component">
+            <table class="table table-hover">
+                <tr class="table-active">
+                  <!-- <th scope="col">Image</th> -->
+                  <th scope="col">Predict</th>
+                </tr>
+                <tr>
+                    {% if label %}
+                    <th scope="row"> <img width="224" height="224" src="{{imagesource}}" /> </th>
+                   
+                             
+                  </tr>
+                  <tr>
+                                                 
+                    <td> Prediction : <i> {{label }}</i></td>
+                    
+                    {% endif %}
+                  </tr>
+            </table> 
+        </div>
+      </div>
+
+      <p>     </p>
+      <p>    </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+      <p>     </p>
+  
+
+    <!-- Footer -->
+    <footer class="p-5 bg-dark text-white text-center position-relative">
+        <div class="container">
+          <p class="lead">Copyright &copy; 2021 OrgiCheck</p>
+  
+          <a href="#" class="position-absolute bottom-0 end-0 p-5">
+            <i class="bi bi-arrow-up-circle h1"></i>
+          </a>
+        </div>
+      </footer>    
+  </body>
\ No newline at end of file
--- a/flask_orgiC/templates/index.html
+++ b/flask_orgiC/templates/index.html