├── .gitignore ├── README.md ├── __pycache__ └── manage.cpython-38.pyc ├── db.sqlite3 ├── diab_retina_app ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── admin.cpython-38.pyc │ ├── apps.cpython-38.pyc │ ├── models.cpython-38.pyc │ ├── process.cpython-38.pyc │ └── views.cpython-38.pyc ├── admin.py ├── apps.py ├── keras_model.h5 ├── migrations │ ├── __init__.py │ └── __pycache__ │ │ └── __init__.cpython-38.pyc ├── model │ ├── converted_keras │ │ ├── keras_model.h5 │ │ └── labels.txt │ └── converted_savedmodel │ │ ├── labels.txt │ │ └── model.savedmodel │ │ ├── assets │ │ └── saved_model.json │ │ ├── saved_model.pb │ │ └── variables │ │ ├── checkpoint │ │ ├── variables.data-00000-of-00002 │ │ ├── variables.data-00001-of-00002 │ │ └── variables.index ├── models.py ├── output │ └── graph.png ├── process.py ├── test │ ├── 0 (1).jpeg │ ├── 0 (16).jpeg │ ├── 0 (17).jpeg │ ├── 0 (28).jpeg │ ├── 0 (30).jpeg │ ├── 0 (39).jpeg │ ├── 0 (4).jpeg │ ├── 0 (59).jpeg │ ├── 1 (12).jpeg │ ├── 1 (1806).jpeg │ ├── 1 (1808).jpeg │ ├── 1 (2).jpeg │ ├── 1 (46).jpeg │ ├── 2 (106).jpeg │ ├── 2 (25).jpeg │ ├── 2 (31).jpeg │ ├── 3 (1).jpeg │ ├── 3 (21).jpeg │ ├── 3 (475).jpeg │ ├── 4 (256).jpeg │ └── 4 (5).jpeg ├── tests.py └── views.py ├── diabetic_retinopathy ├── __init__.py ├── __pycache__ │ ├── __init__.cpython-38.pyc │ ├── settings.cpython-38.pyc │ ├── urls.cpython-38.pyc │ └── wsgi.cpython-38.pyc ├── asgi.py ├── settings.py ├── urls.py └── wsgi.py ├── manage.py └── templates └── index.html /.gitignore: -------------------------------------------------------------------------------- 1 | venv/ 2 | 3 | .idea 4 | .vscode -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | ## [Download project report and dataset here](https://bit.ly/3WyeTxb) 2 | 3 | Instructions to be followed 4 | -------------------------------------------------- 5 | 6 | Install the below required packages: 7 | 8 | django - (pip install django) 9 | tensorflow - (pip install tensorflow) 10 | pillow - (pip install pillow || pip install PIL) 11 | numpy (pip install numpy) 12 | 13 | =================================================== 14 | 15 | Configuration to be made: 16 | 17 | Inside diabetic_retinopathy -> settings.py at last you have to put your local path to output directory currently it is my local path 18 | 19 | =================================================== 20 | 21 | Note: 22 | 23 | Currently the models have been trained using tesnsorflow keras you can find the models inside diab_retina_app -> model folder 24 | 25 | =================================================== 26 | 27 | To execute the project run the below command: 28 | 29 | python manage.py runserver 30 | 31 | =================================================== 32 | 33 | Input: 34 | 35 | choose the test image from the test directory given inside the project ie; diab_retina_app->test 36 | Training images are not included in the folder since it's a large collection 37 | The same images you have sent have been used for training 38 | 39 | =================================================== 40 | 41 | You are free to edit the front-end/processing logic as per your need 42 | 43 | =================================================== 44 | 45 | ## [Download project report and dataset here](https://bit.ly/3WyeTxb) 46 | -------------------------------------------------------------------------------- /__pycache__/manage.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/__pycache__/manage.cpython-38.pyc -------------------------------------------------------------------------------- /db.sqlite3: -------------------------------------------------------------------------------- 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Register your models here. 4 | -------------------------------------------------------------------------------- /diab_retina_app/apps.py: -------------------------------------------------------------------------------- 1 | from django.apps import AppConfig 2 | 3 | 4 | class DiabRetinaAppConfig(AppConfig): 5 | name = 'diab_retina_app' 6 | -------------------------------------------------------------------------------- /diab_retina_app/keras_model.h5: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/keras_model.h5 -------------------------------------------------------------------------------- /diab_retina_app/migrations/__init__.py: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- /diab_retina_app/model/converted_keras/labels.txt: -------------------------------------------------------------------------------- 1 | 0 no_dir 2 | 1 mild 3 | 2 moderate 4 | 3 sever 5 | 4 proliferative 6 | -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/labels.txt: -------------------------------------------------------------------------------- 1 | 0 no_dir 2 | 1 mild 3 | 2 moderate 4 | 3 sever 5 | 4 proliferative 6 | -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/model.savedmodel/assets/saved_model.json: -------------------------------------------------------------------------------- 1 | {"class_name": "Sequential", "config": {"name": "sequential_4", "layers": [{"class_name": "Sequential", "config": {"name": "sequential_1", "layers": [{"class_name": 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"kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}, "inbound_nodes": [[["Conv1_pad", 0, 0, {}]]]}, {"name": "bn_Conv1", "class_name": "BatchNormalization", "config": {"name": "bn_Conv1", "trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.999, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "gamma_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "moving_variance_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["Conv1", 0, 0, {}]]]}, {"name": "Conv1_relu", "class_name": "ReLU", "config": {"name": "Conv1_relu", "trainable": true, "dtype": "float32", "max_value": 6.0, 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"trainable": true, "dtype": "float32", "axis": [3], "momentum": 0.999, "epsilon": 0.001, "center": true, "scale": true, "beta_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "gamma_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "moving_mean_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "moving_variance_initializer": {"class_name": "Ones", "config": {"dtype": "float32"}}, "beta_regularizer": null, "gamma_regularizer": null, "beta_constraint": null, "gamma_constraint": null}, "inbound_nodes": [[["Conv_1", 0, 0, {}]]]}, {"name": "out_relu", "class_name": "ReLU", "config": {"name": "out_relu", "trainable": true, "dtype": "float32", "max_value": 6.0, "negative_slope": 0.0, "threshold": 0.0}, "inbound_nodes": [[["Conv_1_bn", 0, 0, {}]]]}], "input_layers": [["input_1", 0, 0]], "output_layers": [["out_relu", 0, 0]], "batch_input_shape": [null, 224, 224, 3]}}, {"class_name": "GlobalAveragePooling2D", "config": {"name": "global_average_pooling2d_GlobalAveragePooling2D1", "trainable": true, "dtype": "float32", "data_format": "channels_last"}}], "batch_input_shape": [null, 224, 224, 3]}}, {"class_name": "Sequential", "config": {"name": "sequential_3", "layers": [{"class_name": "Dense", "config": {"name": "dense_Dense1", "trainable": true, "batch_input_shape": [null, 1280], "dtype": "float32", "units": 100, "activation": "relu", "use_bias": true, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1, "mode": "fan_in", "distribution": "normal", "seed": null, "dtype": "float32"}}, "bias_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}, {"class_name": "Dense", "config": {"name": "dense_Dense2", "trainable": true, "dtype": "float32", "units": 5, "activation": "softmax", "use_bias": false, "kernel_initializer": {"class_name": "VarianceScaling", "config": {"scale": 1, "mode": "fan_in", "distribution": "normal", "seed": null, "dtype": "float32"}}, "bias_initializer": {"class_name": "Zeros", "config": {"dtype": "float32"}}, "kernel_regularizer": null, "bias_regularizer": null, "activity_regularizer": null, "kernel_constraint": null, "bias_constraint": null}}]}}]}, "keras_version": "2.2.4-tf", "backend": "tensorflow"} -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/model.savedmodel/saved_model.pb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/model/converted_savedmodel/model.savedmodel/saved_model.pb -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/checkpoint: -------------------------------------------------------------------------------- 1 | model_checkpoint_path: "variables" 2 | all_model_checkpoint_paths: "variables" 3 | -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/variables.data-00000-of-00002: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/variables.data-00000-of-00002 -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/variables.data-00001-of-00002: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/variables.data-00001-of-00002 -------------------------------------------------------------------------------- /diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/variables.index: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/model/converted_savedmodel/model.savedmodel/variables/variables.index -------------------------------------------------------------------------------- /diab_retina_app/models.py: -------------------------------------------------------------------------------- 1 | from django.db import models 2 | 3 | # Create your models here. 4 | -------------------------------------------------------------------------------- /diab_retina_app/output/graph.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/output/graph.png -------------------------------------------------------------------------------- /diab_retina_app/process.py: -------------------------------------------------------------------------------- 1 | import tensorflow.keras 2 | from PIL import Image, ImageOps 3 | import numpy as np 4 | import os 5 | 6 | 7 | def process_img(img): 8 | # Disable scientific notation for clarity 9 | np.set_printoptions(suppress=True) 10 | 11 | # Load the model 12 | model = tensorflow.keras.models.load_model(os.path.dirname(__file__) + '/keras_model.h5') 13 | 14 | # Create the array of the right shape to feed into the keras model 15 | # The 'length' or number of images you can put into the array is 16 | # determined by the first position in the shape tuple, in this case 1. 17 | data = np.ndarray(shape=(1, 224, 224, 3), dtype=np.float32) 18 | 19 | # Replace this with the path to your image 20 | image = Image.open(os.path.dirname(__file__) + '/test/' + img) 21 | 22 | # resize the image to a 224x224 with the same strategy as in TM2: 23 | # resizing the image to be at least 224x224 and then cropping from the center 24 | size = (224, 224) 25 | image = ImageOps.fit(image, size, Image.ANTIALIAS) 26 | 27 | # turn the image into a numpy array 28 | image_array = np.asarray(image) 29 | 30 | # display the resized image 31 | # image.show() 32 | 33 | # Normalize the image 34 | normalized_image_array = (image_array.astype(np.float32) / 127.0) - 1 35 | 36 | # Load the image into the array 37 | data[0] = normalized_image_array 38 | 39 | # run the inference 40 | prediction = model.predict(data) 41 | # print(prediction) 42 | 43 | # determining predicted result 44 | pred_new = prediction[0] 45 | pred = max(pred_new) 46 | 47 | print(pred_new) 48 | index = pred_new.tolist().index(pred) 49 | 50 | #plot the graph 51 | import matplotlib.pyplot as plt 52 | 53 | # x-coordinates of left sides of bars 54 | left = [1, 2, 3, 4, 5] 55 | 56 | # heights of bars 57 | height = pred_new.tolist() 58 | new_height = [] 59 | for i in height: 60 | new_height.append(round(i, 2) * 100) 61 | 62 | print(height) 63 | 64 | print(new_height) 65 | tick_label = ['no_dir', 'mild', 'moderate', 'sever', 'proliferative'] 66 | 67 | # plotting a bar chart 68 | plt.bar(left, new_height, tick_label=tick_label, 69 | width=0.8, color=['red', 'green']) 70 | 71 | # naming the x-axis 72 | plt.xlabel('x - axis') 73 | # naming the y-axis 74 | plt.ylabel('y - axis') 75 | # plot title 76 | plt.title('Diabetic Retinopathy') 77 | 78 | # function to show the plot 79 | plt.savefig(os.path.dirname(__file__) + '/output/graph.png') 80 | plt.show() 81 | result = [] 82 | 83 | if index == 0: 84 | result.append("No DR") 85 | elif index == 1: 86 | result.append("Mild") 87 | elif index == 2: 88 | result.append("Moderate") 89 | elif index == 3: 90 | result.append("Sever") 91 | elif index == 4: 92 | result.append("Proliferative") 93 | 94 | accuracy = round(pred, 2) 95 | result.append("-") 96 | result.append(accuracy * 100) 97 | 98 | return result 99 | -------------------------------------------------------------------------------- /diab_retina_app/test/0 (1).jpeg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diab_retina_app/test/0 (1).jpeg -------------------------------------------------------------------------------- /diab_retina_app/test/0 (16).jpeg: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- /diab_retina_app/tests.py: -------------------------------------------------------------------------------- 1 | from django.test import TestCase 2 | 3 | # Create your tests here. 4 | -------------------------------------------------------------------------------- /diab_retina_app/views.py: -------------------------------------------------------------------------------- 1 | # importing required packages 2 | 3 | from django.shortcuts import render 4 | from django.views.decorators.csrf import csrf_exempt 5 | from django.http import HttpResponse 6 | from diab_retina_app import process 7 | 8 | 9 | @csrf_exempt 10 | def display(request): 11 | if request.method == 'GET': 12 | return render(request, 'index.html') 13 | 14 | 15 | @csrf_exempt 16 | def process_image(request): 17 | if request.method == 'POST': 18 | img = request.POST.get('image') 19 | response = process.process_img(img) 20 | return HttpResponse(response, status=200) 21 | -------------------------------------------------------------------------------- /diabetic_retinopathy/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diabetic_retinopathy/__init__.py -------------------------------------------------------------------------------- /diabetic_retinopathy/__pycache__/__init__.cpython-38.pyc: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/thealoneprogrammer/diabetic-retinopathy/d30650a82365d94f6d23e10b6d064c09548ac73b/diabetic_retinopathy/__pycache__/__init__.cpython-38.pyc -------------------------------------------------------------------------------- /diabetic_retinopathy/__pycache__/settings.cpython-38.pyc: -------------------------------------------------------------------------------- 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-------------------------------------------------------------------------------- /diabetic_retinopathy/asgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | ASGI config for diabetic_retinopathy project. 3 | 4 | It exposes the ASGI callable as a module-level variable named ``application``. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/3.0/howto/deployment/asgi/ 8 | """ 9 | 10 | import os 11 | 12 | from django.core.asgi import get_asgi_application 13 | 14 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'diabetic_retinopathy.settings') 15 | 16 | application = get_asgi_application() 17 | -------------------------------------------------------------------------------- /diabetic_retinopathy/settings.py: -------------------------------------------------------------------------------- 1 | """ 2 | Django settings for diabetic_retinopathy project. 3 | 4 | Generated by 'django-admin startproject' using Django 3.0.6. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/3.0/topics/settings/ 8 | 9 | For the full list of settings and their values, see 10 | https://docs.djangoproject.com/en/3.0/ref/settings/ 11 | """ 12 | 13 | import os 14 | 15 | # Build paths inside the project like this: os.path.join(BASE_DIR, ...) 16 | BASE_DIR = os.path.dirname(os.path.dirname(os.path.abspath(__file__))) 17 | 18 | 19 | # Quick-start development settings - unsuitable for production 20 | # See https://docs.djangoproject.com/en/3.0/howto/deployment/checklist/ 21 | 22 | # SECURITY WARNING: keep the secret key used in production secret! 23 | SECRET_KEY = 'z*qm$(e9k0wa--t!^ux(xn15vk$)h7c$%3%vflo^@_++bg&uw(' 24 | 25 | # SECURITY WARNING: don't run with debug turned on in production! 26 | DEBUG = True 27 | 28 | ALLOWED_HOSTS = [] 29 | 30 | 31 | # Application definition 32 | 33 | INSTALLED_APPS = [ 34 | 'django.contrib.admin', 35 | 'django.contrib.auth', 36 | 'django.contrib.contenttypes', 37 | 'django.contrib.sessions', 38 | 'django.contrib.messages', 39 | 'django.contrib.staticfiles', 40 | 'diab_retina_app.apps.DiabRetinaAppConfig', 41 | ] 42 | 43 | MIDDLEWARE = [ 44 | 'django.middleware.security.SecurityMiddleware', 45 | 'django.contrib.sessions.middleware.SessionMiddleware', 46 | 'django.middleware.common.CommonMiddleware', 47 | 'django.middleware.csrf.CsrfViewMiddleware', 48 | 'django.contrib.auth.middleware.AuthenticationMiddleware', 49 | 'django.contrib.messages.middleware.MessageMiddleware', 50 | 'django.middleware.clickjacking.XFrameOptionsMiddleware', 51 | ] 52 | 53 | ROOT_URLCONF = 'diabetic_retinopathy.urls' 54 | 55 | TEMPLATES = [ 56 | { 57 | 'BACKEND': 'django.template.backends.django.DjangoTemplates', 58 | 'DIRS': [os.path.join(BASE_DIR, 'templates')] 59 | , 60 | 'APP_DIRS': True, 61 | 'OPTIONS': { 62 | 'context_processors': [ 63 | 'django.template.context_processors.debug', 64 | 'django.template.context_processors.request', 65 | 'django.contrib.auth.context_processors.auth', 66 | 'django.contrib.messages.context_processors.messages', 67 | ], 68 | }, 69 | }, 70 | ] 71 | 72 | WSGI_APPLICATION = 'diabetic_retinopathy.wsgi.application' 73 | 74 | 75 | # Database 76 | # https://docs.djangoproject.com/en/3.0/ref/settings/#databases 77 | 78 | DATABASES = { 79 | 'default': { 80 | 'ENGINE': 'django.db.backends.sqlite3', 81 | 'NAME': os.path.join(BASE_DIR, 'db.sqlite3'), 82 | } 83 | } 84 | 85 | 86 | # Password validation 87 | # https://docs.djangoproject.com/en/3.0/ref/settings/#auth-password-validators 88 | 89 | AUTH_PASSWORD_VALIDATORS = [ 90 | { 91 | 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', 92 | }, 93 | { 94 | 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', 95 | }, 96 | { 97 | 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', 98 | }, 99 | { 100 | 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', 101 | }, 102 | ] 103 | 104 | 105 | # Internationalization 106 | # https://docs.djangoproject.com/en/3.0/topics/i18n/ 107 | 108 | LANGUAGE_CODE = 'en-us' 109 | 110 | TIME_ZONE = 'UTC' 111 | 112 | USE_I18N = True 113 | 114 | USE_L10N = True 115 | 116 | USE_TZ = True 117 | 118 | 119 | # Static files (CSS, JavaScript, Images) 120 | # https://docs.djangoproject.com/en/3.0/howto/static-files/ 121 | 122 | STATIC_URL = '/home/thealoneprogrammer/PycharmProjects/diabetic_retinopathy/diab_retina_app/output/' 123 | 124 | STATICFILES_DIRS = [ 125 | STATIC_URL, 126 | ] -------------------------------------------------------------------------------- /diabetic_retinopathy/urls.py: -------------------------------------------------------------------------------- 1 | """diabetic_retinopathy URL Configuration 2 | 3 | The `urlpatterns` list routes URLs to views. For more information please see: 4 | https://docs.djangoproject.com/en/3.0/topics/http/urls/ 5 | Examples: 6 | Function views 7 | 1. Add an import: from my_app import views 8 | 2. Add a URL to urlpatterns: path('', views.home, name='home') 9 | Class-based views 10 | 1. Add an import: from other_app.views import Home 11 | 2. Add a URL to urlpatterns: path('', Home.as_view(), name='home') 12 | Including another URLconf 13 | 1. Import the include() function: from django.urls import include, path 14 | 2. Add a URL to urlpatterns: path('blog/', include('blog.urls')) 15 | """ 16 | from django.contrib import admin 17 | from django.urls import path 18 | from diab_retina_app import views 19 | 20 | urlpatterns = [ 21 | path('admin/', admin.site.urls), 22 | path('', views.display), 23 | path('api/', views.process_image) 24 | ] 25 | -------------------------------------------------------------------------------- /diabetic_retinopathy/wsgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | WSGI config for diabetic_retinopathy project. 3 | 4 | It exposes the WSGI callable as a module-level variable named ``application``. 5 | 6 | For more information on this file, see 7 | https://docs.djangoproject.com/en/3.0/howto/deployment/wsgi/ 8 | """ 9 | 10 | import os 11 | 12 | from django.core.wsgi import get_wsgi_application 13 | 14 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'diabetic_retinopathy.settings') 15 | 16 | application = get_wsgi_application() 17 | -------------------------------------------------------------------------------- /manage.py: -------------------------------------------------------------------------------- 1 | #!/usr/bin/env python 2 | """Django's command-line utility for administrative tasks.""" 3 | import os 4 | import sys 5 | 6 | 7 | def main(): 8 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'diabetic_retinopathy.settings') 9 | try: 10 | from django.core.management import execute_from_command_line 11 | except ImportError as exc: 12 | raise ImportError( 13 | "Couldn't import Django. Are you sure it's installed and " 14 | "available on your PYTHONPATH environment variable? Did you " 15 | "forget to activate a virtual environment?" 16 | ) from exc 17 | execute_from_command_line(sys.argv) 18 | 19 | 20 | if __name__ == '__main__': 21 | main() 22 | -------------------------------------------------------------------------------- /templates/index.html: -------------------------------------------------------------------------------- 1 | 2 | {% load static %} 3 | 4 | 5 | 6 | Diabetic Retinopathy 7 | 8 | 9 | 10 | 11 | 12 | 13 | 14 | 15 | 21 | 22 | 23 |
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Diabetic Retinopathy

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