├── .gitignore ├── .prettierignore ├── LICENSE ├── README.md ├── backend ├── classifier │ ├── __init__.py │ ├── admin.py │ ├── apps.py │ ├── migrations │ │ ├── 0001_initial.py │ │ └── __init__.py │ ├── models.py │ ├── serializers.py │ ├── tests.py │ ├── urls.py │ └── views.py ├── config │ ├── __init__.py │ ├── asgi.py │ ├── settings.py │ ├── urls.py │ └── wsgi.py ├── manage.py └── requirements.txt └── frontend ├── package-lock.json ├── package.json ├── public └── images │ ├── favicon.ico │ ├── image_classification.png │ └── img1.jpg └── src ├── components ├── ClassifierButtons.js ├── ClassifierHeader.js ├── ClassifierResult.js ├── ClassifyAgain.js ├── CustomDivider.js ├── Description.js ├── DescriptionItem.js ├── Hero.js ├── HeroButtons.js ├── ImageDropzone.js └── Spacer.js ├── layout ├── Footer.js ├── Header.js ├── Layout.js └── Sidebar.js ├── pages ├── _app.js ├── _document.js ├── classifier.js └── index.js ├── theme └── theme.js └── utils ├── capitalizeFirstLetter.js ├── createEmotionCache.js └── replaceUnderscore.js /.gitignore: -------------------------------------------------------------------------------- 1 | *.pyc 2 | .DS_Store 3 | .next/ 4 | db.sqlite3 5 | node_modules/ 6 | venv/ 7 | backend/media/images -------------------------------------------------------------------------------- /.prettierignore: -------------------------------------------------------------------------------- 1 | *.html -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- 1 | MIT License 2 | 3 | Copyright (c) 2022 Bob's Programming Academy 4 | 5 | Permission is hereby granted, free of charge, to any person obtaining a copy 6 | of this software and associated documentation files (the "Software"), to deal 7 | in the Software without restriction, including without limitation the rights 8 | to use, copy, modify, merge, publish, distribute, sublicense, and/or sell 9 | copies of the Software, and to permit persons to whom the Software is 10 | furnished to do so, subject to the following conditions: 11 | 12 | The above copyright notice and this permission notice shall be included in all 13 | copies or substantial portions of the Software. 14 | 15 | THE SOFTWARE IS PROVIDED "AS IS", WITHOUT WARRANTY OF ANY KIND, EXPRESS OR 16 | IMPLIED, INCLUDING BUT NOT LIMITED TO THE WARRANTIES OF MERCHANTABILITY, 17 | FITNESS FOR A PARTICULAR PURPOSE AND NONINFRINGEMENT. IN NO EVENT SHALL THE 18 | AUTHORS OR COPYRIGHT HOLDERS BE LIABLE FOR ANY CLAIM, DAMAGES OR OTHER 19 | LIABILITY, WHETHER IN AN ACTION OF CONTRACT, TORT OR OTHERWISE, ARISING FROM, 20 | OUT OF OR IN CONNECTION WITH THE SOFTWARE OR THE USE OR OTHER DEALINGS IN THE 21 | SOFTWARE. 22 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- 1 | # Image Classification 2 | 3 | This is an image classification app built using **Django 3**, **Django REST Framework 3**, **Next.js 12**, and **Material UI 5**. The app uses **Inception-ResNet-v2** to classify images selected by the user. 4 | 5 | 6 | ![plot](https://github.com/BobsProgrammingAcademy/Image-Classification/blob/main/frontend/public/images/image_classification.png?raw=true) 7 | 8 | 9 | ## Table of Contents 10 | - [Prerequisites](#prerequisites) 11 | - [Installation](#installation) 12 | - [Running the application](#run-the-application) 13 | - [Customizing the application](#customize-the-application) 14 | - [Copyright and License](#copyright-and-license) 15 | 16 | 17 | ## Prerequisites 18 | 19 | Install the following prerequisites: 20 | 21 | 1. [Python 3.7-3.10](https://www.python.org/downloads/) 22 |
This project uses **TensorFlow v2.8.0**. For TensorFlow to work, you must install a correct version of Python on your machine. More information [here](https://www.tensorflow.org/install/source#tested_build_configurations). 23 | 2. [Node.js](https://nodejs.org/en/) 24 | 3. [Visual Studio Code](https://code.visualstudio.com/download) 25 | 26 | 27 | ## Installation 28 | 29 | ### Backend 30 | 31 | #### 1. Create a virtual environment 32 | 33 | From the **root** directory, run: 34 | 35 | ```bash 36 | cd backend 37 | ``` 38 | ```bash 39 | python -m venv venv 40 | ``` 41 | 42 | #### 2. Activate the virtual environment 43 | 44 | From the **backend** directory, run: 45 | 46 | On macOS: 47 | 48 | ```bash 49 | source venv/bin/activate 50 | ``` 51 | 52 | On Windows: 53 | 54 | ```bash 55 | venv\scripts\activate 56 | ``` 57 | 58 | #### 3. Install required backend dependencies 59 | 60 | From the **backend** directory, run: 61 | 62 | ```bash 63 | pip install -r requirements.txt 64 | ``` 65 | 66 | #### 4. Run migrations 67 | 68 | From the **backend** directory, run: 69 | 70 | ```bash 71 | python manage.py makemigrations 72 | ``` 73 | 74 | ```bash 75 | python manage.py migrate 76 | ``` 77 | 78 | ### Frontend 79 | 80 | #### 1. Install required frontend dependencies 81 | 82 | From the **root** directory, run: 83 | 84 | ```bash 85 | cd frontend 86 | ``` 87 | ```bash 88 | npm install 89 | ``` 90 | 91 | ## Run the application 92 | 93 | To run the application, you need to have both the backend and the frontend up and running. 94 | 95 | ### 1. Run backend 96 | 97 | From the **backend** directory, run: 98 | 99 | ```bash 100 | python manage.py runserver 101 | ``` 102 | 103 | ### 2. Run frontend 104 | 105 | From the **frontend** directory, run: 106 | 107 | ```bash 108 | npm run dev 109 | ``` 110 | 111 | ## View the application 112 | 113 | Go to http://localhost:3000/ to view the application. 114 | 115 | ## Customize the application 116 | 117 | This section describes how to customize the application. 118 | 119 | ### 1. Changing Colors 120 | 121 | To modify the colors in the application, make changes in the ```frontend/src/theme/theme.js``` file. 122 | 123 | ### 2. Changing Fonts 124 | 125 | To modify the fonts in the application, first, add a new font to the ```frontend/src/pages/_document.js``` file, and then make changes in the ```frontend/src/theme/theme.js``` file. 126 | 127 | ### 3. Changing Logo 128 | 129 | To modify the logo in the application, make changes in the ```frontend/src/layout/Header.js``` and ```frontend/src/layout/Sidebar.js``` files. 130 | 131 | ### 4. Changing the Image in the Hero Section 132 | 133 | To modify the image in the Hero section, make changes in the ```frontend/src/components/Hero.js``` and ```frontend/src/layout/Footer.js``` files. 134 | 135 | ### 5. Changing the Text in the Hero Section 136 | 137 | To modify the text in the Hero section, make changes in the ```frontend/src/components/Hero.js``` file. 138 | 139 | ### 6. Changing Buttons in the Hero Section 140 | 141 | To modify the two buttons in the Hero section, make changes in the ```frontend/src/components/HeroButtons.js``` file. 142 | 143 | ### 7. Changing the App Description 144 | 145 | To modify the app's description on the home page, make changes in the ```frontend/src/components/Description.js``` file. 146 | 147 | ## Copyright and License 148 | 149 | Copyright © 2022 Bob's Programming Academy. Code released under the MIT license. 150 | 3 151 | -------------------------------------------------------------------------------- /backend/classifier/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BobsProgrammingAcademy/image-classification/fcd3db10948301436783b592913843395d13016d/backend/classifier/__init__.py -------------------------------------------------------------------------------- /backend/classifier/admin.py: -------------------------------------------------------------------------------- 1 | from django.contrib import admin 2 | from .models import Classifier 3 | 4 | admin.site.register(Classifier) 5 | -------------------------------------------------------------------------------- /backend/classifier/apps.py: -------------------------------------------------------------------------------- 1 | from django.apps import AppConfig 2 | 3 | class ClassifierConfig(AppConfig): 4 | default_auto_field = 'django.db.models.BigAutoField' 5 | name = 'classifier' 6 | -------------------------------------------------------------------------------- /backend/classifier/migrations/0001_initial.py: -------------------------------------------------------------------------------- 1 | # Generated by Django 3.2.12 on 2022-02-09 22:32 2 | 3 | from django.db import migrations, models 4 | 5 | 6 | class Migration(migrations.Migration): 7 | 8 | initial = True 9 | 10 | dependencies = [ 11 | ] 12 | 13 | operations = [ 14 | migrations.CreateModel( 15 | name='Classifier', 16 | fields=[ 17 | ('id', models.BigAutoField(auto_created=True, primary_key=True, serialize=False, verbose_name='ID')), 18 | ('image', models.ImageField(upload_to='images')), 19 | ('result', models.CharField(blank=True, max_length=250)), 20 | ('date_uploaded', models.DateTimeField(auto_now_add=True)), 21 | ], 22 | ), 23 | ] 24 | -------------------------------------------------------------------------------- /backend/classifier/migrations/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BobsProgrammingAcademy/image-classification/fcd3db10948301436783b592913843395d13016d/backend/classifier/migrations/__init__.py -------------------------------------------------------------------------------- /backend/classifier/models.py: -------------------------------------------------------------------------------- 1 | import cv2 2 | import os 3 | import ssl 4 | import numpy as np 5 | import tensorflow as tf 6 | from django.conf import settings 7 | from django.db import models 8 | from PIL import Image 9 | 10 | 11 | class Classifier(models.Model): 12 | image = models.ImageField(upload_to='images') 13 | result = models.CharField(max_length=250, blank=True) 14 | date_uploaded = models.DateTimeField(auto_now_add=True) 15 | 16 | def __str__(self): 17 | return 'Image classfied at {}'.format(self.date_uploaded.strftime('%Y-%m-%d %H:%M')) 18 | 19 | def save(self, *args, **kwargs): 20 | try: 21 | # SSL certificate necessary so we can download weights of the InceptionResNetV2 model 22 | ssl._create_default_https_context = ssl._create_unverified_context 23 | 24 | img = Image.open(self.image) 25 | img_array = tf.keras.preprocessing.image.img_to_array(img) 26 | dimensions = (299, 299) 27 | 28 | # Interpolation - a method of constructing new data points within the range 29 | # of a discrete set of known data points. 30 | resized_image = cv2.resize(img_array, dimensions, interpolation=cv2.INTER_AREA) 31 | ready_image = np.expand_dims(resized_image, axis=0) 32 | ready_image = tf.keras.applications.inception_resnet_v2.preprocess_input(ready_image) 33 | 34 | model = tf.keras.applications.InceptionResNetV2(weights='imagenet') 35 | prediction = model.predict(ready_image) 36 | decoded = tf.keras.applications.inception_resnet_v2.decode_predictions(prediction)[0][0][1] 37 | self.result = str(decoded) 38 | print('Success') 39 | except Exception as e: 40 | print('Classification failed:', e) 41 | 42 | return super().save(*args, **kwargs) 43 | -------------------------------------------------------------------------------- /backend/classifier/serializers.py: -------------------------------------------------------------------------------- 1 | from rest_framework import serializers 2 | from .models import Classifier 3 | 4 | class ClassifierSerializer(serializers.ModelSerializer): 5 | class Meta: 6 | model = Classifier 7 | fields = '__all__' 8 | -------------------------------------------------------------------------------- /backend/classifier/tests.py: -------------------------------------------------------------------------------- 1 | from django.test import TestCase 2 | 3 | # Create your tests here. 4 | -------------------------------------------------------------------------------- /backend/classifier/urls.py: -------------------------------------------------------------------------------- 1 | from django.urls import path, include 2 | from rest_framework import routers 3 | 4 | from .views import ClassifierViewSet 5 | 6 | router = routers.DefaultRouter() 7 | router.register(r'classifier', ClassifierViewSet) 8 | 9 | urlpatterns = [ 10 | path('', include(router.urls)), 11 | ] -------------------------------------------------------------------------------- /backend/classifier/views.py: -------------------------------------------------------------------------------- 1 | from rest_framework import viewsets 2 | 3 | from .serializers import ClassifierSerializer 4 | from .models import Classifier 5 | 6 | class ClassifierViewSet(viewsets.ModelViewSet): 7 | queryset = Classifier.objects.all().order_by('-date_uploaded') 8 | serializer_class = ClassifierSerializer 9 | -------------------------------------------------------------------------------- /backend/config/__init__.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BobsProgrammingAcademy/image-classification/fcd3db10948301436783b592913843395d13016d/backend/config/__init__.py -------------------------------------------------------------------------------- /backend/config/asgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | ASGI config for config 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/3.2/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', 'config.settings') 15 | 16 | application = get_asgi_application() 17 | -------------------------------------------------------------------------------- /backend/config/settings.py: -------------------------------------------------------------------------------- 1 | import os 2 | from pathlib import Path 3 | 4 | # Build paths inside the project like this: BASE_DIR / 'subdir'. 5 | BASE_DIR = Path(__file__).resolve().parent.parent 6 | 7 | 8 | # Quick-start development settings - unsuitable for production 9 | # See https://docs.djangoproject.com/en/3.2/howto/deployment/checklist/ 10 | 11 | # SECURITY WARNING: keep the secret key used in production secret! 12 | SECRET_KEY = 'django-insecure-@oqfb_hfa9v0*j68%2-r1oz69y_@=e%i(l$yxy3tl#suqgnzbn' 13 | 14 | # SECURITY WARNING: don't run with debug turned on in production! 15 | DEBUG = True 16 | 17 | ALLOWED_HOSTS = [] 18 | 19 | 20 | # Application definition 21 | 22 | INSTALLED_APPS = [ 23 | 'django.contrib.admin', 24 | 'django.contrib.auth', 25 | 'django.contrib.contenttypes', 26 | 'django.contrib.sessions', 27 | 'django.contrib.messages', 28 | 'django.contrib.staticfiles', 29 | 30 | # 3rd party 31 | 'rest_framework', 32 | 'corsheaders', 33 | 34 | # Local 35 | 'classifier', 36 | ] 37 | 38 | MIDDLEWARE = [ 39 | 'corsheaders.middleware.CorsMiddleware', 40 | 'django.middleware.security.SecurityMiddleware', 41 | 'django.contrib.sessions.middleware.SessionMiddleware', 42 | 'django.middleware.common.CommonMiddleware', 43 | 'django.middleware.csrf.CsrfViewMiddleware', 44 | 'django.contrib.auth.middleware.AuthenticationMiddleware', 45 | 'django.contrib.messages.middleware.MessageMiddleware', 46 | 'django.middleware.clickjacking.XFrameOptionsMiddleware', 47 | ] 48 | 49 | ROOT_URLCONF = 'config.urls' 50 | 51 | TEMPLATES = [ 52 | { 53 | 'BACKEND': 'django.template.backends.django.DjangoTemplates', 54 | 'DIRS': [], 55 | 'APP_DIRS': True, 56 | 'OPTIONS': { 57 | 'context_processors': [ 58 | 'django.template.context_processors.debug', 59 | 'django.template.context_processors.request', 60 | 'django.contrib.auth.context_processors.auth', 61 | 'django.contrib.messages.context_processors.messages', 62 | ], 63 | }, 64 | }, 65 | ] 66 | 67 | WSGI_APPLICATION = 'config.wsgi.application' 68 | 69 | 70 | # Database 71 | # https://docs.djangoproject.com/en/3.2/ref/settings/#databases 72 | 73 | DATABASES = { 74 | 'default': { 75 | 'ENGINE': 'django.db.backends.sqlite3', 76 | 'NAME': BASE_DIR / 'db.sqlite3', 77 | } 78 | } 79 | 80 | 81 | # Password validation 82 | # https://docs.djangoproject.com/en/3.2/ref/settings/#auth-password-validators 83 | 84 | AUTH_PASSWORD_VALIDATORS = [ 85 | { 86 | 'NAME': 'django.contrib.auth.password_validation.UserAttributeSimilarityValidator', 87 | }, 88 | { 89 | 'NAME': 'django.contrib.auth.password_validation.MinimumLengthValidator', 90 | }, 91 | { 92 | 'NAME': 'django.contrib.auth.password_validation.CommonPasswordValidator', 93 | }, 94 | { 95 | 'NAME': 'django.contrib.auth.password_validation.NumericPasswordValidator', 96 | }, 97 | ] 98 | 99 | 100 | # Internationalization 101 | # https://docs.djangoproject.com/en/3.2/topics/i18n/ 102 | 103 | LANGUAGE_CODE = 'en-us' 104 | 105 | TIME_ZONE = 'UTC' 106 | 107 | USE_I18N = True 108 | 109 | USE_L10N = True 110 | 111 | USE_TZ = True 112 | 113 | 114 | # Static files (CSS, JavaScript, Images) 115 | # https://docs.djangoproject.com/en/3.2/howto/static-files/ 116 | 117 | STATIC_URL = '/static/' 118 | STATICFILES_DIRS = [os.path.join(BASE_DIR, 'build/static')] 119 | STATIC_ROOT = os.path.join(BASE_DIR, 'static') 120 | 121 | MEDIA_URL = '/media/' 122 | MEDIA_ROOT = os.path.join(BASE_DIR, 'media') 123 | 124 | 125 | # Default primary key field type 126 | # https://docs.djangoproject.com/en/3.2/ref/settings/#default-auto-field 127 | 128 | DEFAULT_AUTO_FIELD = 'django.db.models.BigAutoField' 129 | 130 | CORS_ORIGIN_ALLOW_ALL = True 131 | 132 | FILE_UPLOAD_PERMISSIONS=0o640 133 | -------------------------------------------------------------------------------- /backend/config/urls.py: -------------------------------------------------------------------------------- 1 | from django.conf import settings 2 | from django.conf.urls.static import static 3 | from django.contrib import admin 4 | from django.urls import path, include 5 | 6 | urlpatterns = [ 7 | path('admin/', admin.site.urls), 8 | path('api/', include('classifier.urls')) 9 | ] 10 | 11 | urlpatterns += static(settings.MEDIA_URL, document_root=settings.MEDIA_ROOT) 12 | urlpatterns += static(settings.STATIC_URL, document_root=settings.STATIC_ROOT) 13 | -------------------------------------------------------------------------------- /backend/config/wsgi.py: -------------------------------------------------------------------------------- 1 | """ 2 | WSGI config for config 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/3.2/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', 'config.settings') 15 | 16 | application = get_wsgi_application() 17 | -------------------------------------------------------------------------------- /backend/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 | """Run administrative tasks.""" 9 | os.environ.setdefault('DJANGO_SETTINGS_MODULE', 'config.settings') 10 | try: 11 | from django.core.management import execute_from_command_line 12 | except ImportError as exc: 13 | raise ImportError( 14 | "Couldn't import Django. Are you sure it's installed and " 15 | "available on your PYTHONPATH environment variable? Did you " 16 | "forget to activate a virtual environment?" 17 | ) from exc 18 | execute_from_command_line(sys.argv) 19 | 20 | 21 | if __name__ == '__main__': 22 | main() 23 | -------------------------------------------------------------------------------- /backend/requirements.txt: -------------------------------------------------------------------------------- 1 | absl-py==1.0.0 2 | asgiref==3.5.0 3 | astunparse==1.6.3 4 | cached-property==1.5.2 5 | cachetools==5.0.0 6 | certifi==2021.10.8 7 | charset-normalizer==2.0.11 8 | Django==3.2.12 9 | django-cors-headers==3.11.0 10 | djangorestframework==3.13.1 11 | flatbuffers==2.0 12 | gast==0.5.3 13 | google-auth==2.6.0 14 | google-auth-oauthlib==0.4.6 15 | google-pasta==0.2.0 16 | grpcio==1.43.0 17 | h5py==3.6.0 18 | idna==3.3 19 | importlib-metadata==4.10.1 20 | keras==2.8.0 21 | Keras-Preprocessing==1.1.2 22 | libclang==13.0.0 23 | Markdown==3.3.6 24 | numpy==1.21.5 25 | oauthlib==3.2.0 26 | opencv-python==4.5.5.62 27 | opt-einsum==3.3.0 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"@emotion/server": "^11.4.0", 16 | "@emotion/styled": "^11.6.0", 17 | "@fortawesome/fontawesome-svg-core": "^1.3.0", 18 | "@fortawesome/free-regular-svg-icons": "^6.0.0", 19 | "@fortawesome/react-fontawesome": "^0.1.17", 20 | "@mui/icons-material": "^5.3.1", 21 | "@mui/material": "^5.4.0", 22 | "aos": "^2.3.4", 23 | "axios": "^0.25.0", 24 | "next": "^12.0.10", 25 | "prop-types": "^15.8.1", 26 | "react": "^17.0.2", 27 | "react-dom": "^17.0.2", 28 | "react-dropzone": "^11.5.3", 29 | "react-lazy-load-image-component": "^1.5.1" 30 | }, 31 | "devDependencies": { 32 | "regenerator-runtime": "^0.13.9" 33 | } 34 | } 35 | -------------------------------------------------------------------------------- /frontend/public/images/favicon.ico: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BobsProgrammingAcademy/image-classification/fcd3db10948301436783b592913843395d13016d/frontend/public/images/favicon.ico -------------------------------------------------------------------------------- /frontend/public/images/image_classification.png: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BobsProgrammingAcademy/image-classification/fcd3db10948301436783b592913843395d13016d/frontend/public/images/image_classification.png -------------------------------------------------------------------------------- /frontend/public/images/img1.jpg: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BobsProgrammingAcademy/image-classification/fcd3db10948301436783b592913843395d13016d/frontend/public/images/img1.jpg -------------------------------------------------------------------------------- /frontend/src/components/ClassifierButtons.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Button from '@mui/material/Button'; 3 | import Box from '@mui/material/Box'; 4 | import { useTheme, useMediaQuery } from '@mui/material'; 5 | 6 | // Material Icons 7 | import ResetIcon from '@mui/icons-material/RotateLeft'; 8 | import SendIcon from '@mui/icons-material/SendToMobile'; 9 | 10 | const ClassifierButtons = ({ submitOnClick, resetOnClick }) => { 11 | const theme = useTheme(); 12 | const isMd = useMediaQuery(theme.breakpoints.up('md'), { 13 | defaultMatches: true, 14 | }); 15 | 16 | return ( 17 | <> 18 | 19 | 26 | 48 | 53 | 75 | 76 | 77 | 78 | 79 | ); 80 | }; 81 | 82 | export default ClassifierButtons; 83 | -------------------------------------------------------------------------------- /frontend/src/components/ClassifierHeader.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Grid from '@mui/material/Grid'; 4 | import Typography from '@mui/material/Typography'; 5 | import { useTheme } from '@mui/material'; 6 | 7 | const ClassifierHeader = () => { 8 | const theme = useTheme(); 9 | 10 | return ( 11 | <> 12 | 13 | 14 | Image Classifier 15 | 16 | 17 | 18 | Select an Image for Classification 19 | 20 | 21 | 22 | 23 | ); 24 | }; 25 | 26 | export default ClassifierHeader; 27 | -------------------------------------------------------------------------------- /frontend/src/components/ClassifierResult.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Card from '@mui/material/Card'; 4 | import CardContent from '@mui/material/CardContent'; 5 | import Grid from '@mui/material/Grid'; 6 | import Typography from '@mui/material/Typography'; 7 | import { useTheme } from '@mui/material'; 8 | 9 | const ClassifierResult = ({ selectedImage, classificationResult }) => { 10 | const theme = useTheme(); 11 | 12 | return ( 13 | <> 14 | 15 | 16 | 17 | 18 | 24 | 25 | Result 26 | 27 | 28 | 29 | 30 | The image you have selected: 31 |
32 |
33 | 34 | 42 | 52 | 53 |
54 |
55 | 56 | The machine learning model has classified this image as: 57 |
58 |
59 | 60 | 66 | {classificationResult} 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | ); 75 | }; 76 | 77 | export default ClassifierResult; 78 | -------------------------------------------------------------------------------- /frontend/src/components/ClassifyAgain.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Button from '@mui/material/Button'; 3 | import Box from '@mui/material/Box'; 4 | import Grid from '@mui/material/Grid'; 5 | import { useTheme, useMediaQuery } from '@mui/material'; 6 | 7 | // Material Icons 8 | import SendIcon from '@mui/icons-material/SendToMobile'; 9 | 10 | const ClassifyAgain = ({ submitOnClick }) => { 11 | const theme = useTheme(); 12 | const isMd = useMediaQuery(theme.breakpoints.up('md'), { 13 | defaultMatches: true, 14 | }); 15 | 16 | return ( 17 | <> 18 | 19 | 20 | 27 | 49 | 50 | 51 | 52 | 53 | ); 54 | }; 55 | 56 | export default ClassifyAgain; 57 | -------------------------------------------------------------------------------- /frontend/src/components/CustomDivider.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Divider from '@mui/material/Divider'; 4 | 5 | const CustomDivider = () => { 6 | return ( 7 | 13 | 14 | 15 | ); 16 | }; 17 | 18 | export default CustomDivider; 19 | -------------------------------------------------------------------------------- /frontend/src/components/Description.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Container from '@mui/material/Container'; 4 | import Grid from '@mui/material/Grid'; 5 | import Typography from '@mui/material/Typography'; 6 | import { useTheme } from '@mui/material'; 7 | 8 | // Material Icons 9 | import SendToMobileOutlinedIcon from '@mui/icons-material/SendToMobileOutlined'; 10 | import GetAppOutlinedIcon from '@mui/icons-material/GetAppOutlined'; 11 | import AddAPhotoOutlinedIcon from '@mui/icons-material/AddAPhotoOutlined'; 12 | 13 | import DescriptionItem from './DescriptionItem'; 14 | 15 | const Description = () => { 16 | const theme = useTheme(); 17 | 18 | return ( 19 | 26 | 31 | 42 | 49 | How Does It Work? 50 | 51 | 60 | A step-by-step guide on how to use the app 61 | 62 | 63 | } 65 | title='Select an Image' 66 | subtitle='Select an image for classification and drag-and-drop it into the provided dropzone in the browser.' 67 | /> 68 | 71 | } 72 | title='Send the Image for Classification' 73 | subtitle='Press the Send Image button to send the image to the machine learning model for classification.' 74 | /> 75 | } 77 | title='Get the Classification Result' 78 | subtitle='Next, the machine learning model classifies the image, and the result of the classification is then printed on the screen.' 79 | /> 80 | 81 | 82 | 83 | 84 | ); 85 | }; 86 | 87 | export default Description; 88 | -------------------------------------------------------------------------------- /frontend/src/components/DescriptionItem.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Avatar from '@mui/material/Avatar'; 3 | import Box from '@mui/material/Box'; 4 | import Grid from '@mui/material/Grid'; 5 | import Typography from '@mui/material/Typography'; 6 | import { useTheme } from '@mui/material'; 7 | 8 | const DescriptionItem = ({ icon, title, subtitle }) => { 9 | const theme = useTheme(); 10 | 11 | return ( 12 | 13 | 14 | 15 | 23 | {icon} 24 | 25 | 26 | {title} 27 | 28 | 29 | {subtitle} 30 | 31 | 32 | 33 | 34 | ); 35 | }; 36 | 37 | export default DescriptionItem; 38 | -------------------------------------------------------------------------------- /frontend/src/components/Hero.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Grid from '@mui/material/Grid'; 4 | import Typography from '@mui/material/Typography'; 5 | import { useTheme, useMediaQuery } from '@mui/material'; 6 | import { LazyLoadImage } from 'react-lazy-load-image-component'; 7 | 8 | import HeroButtons from '../components/HeroButtons'; 9 | 10 | const Hero = () => { 11 | const theme = useTheme(); 12 | const isMd = useMediaQuery(theme.breakpoints.up('md'), { 13 | defaultMatches: true, 14 | }); 15 | 16 | return ( 17 | 24 | 25 | 26 | 27 | 28 | 34 | Select an Image for Classification 35 | 36 | 37 | 38 | 46 | The App Will Tell You What Is On the Image You Have Selected 47 | 48 | 49 | 50 | 51 | 52 | 60 | 72 | 83 | 84 | 85 | 86 | 87 | ); 88 | }; 89 | 90 | export default Hero; 91 | -------------------------------------------------------------------------------- /frontend/src/components/HeroButtons.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Button from '@mui/material/Button'; 4 | import { useTheme, useMediaQuery } from '@mui/material'; 5 | 6 | // Material Icons 7 | import InfoIcon from '@mui/icons-material/HelpOutline'; 8 | import PlayIcon from '@mui/icons-material/PlayCircleOutlineOutlined'; 9 | 10 | const HeroButtons = () => { 11 | const theme = useTheme(); 12 | const isMd = useMediaQuery(theme.breakpoints.up('md'), { 13 | defaultMatches: true, 14 | }); 15 | 16 | return ( 17 | <> 18 | 25 | 48 | 53 | 76 | 77 | 78 | 79 | ); 80 | }; 81 | 82 | export default HeroButtons; 83 | -------------------------------------------------------------------------------- /frontend/src/components/ImageDropzone.js: -------------------------------------------------------------------------------- 1 | import React from 'react'; 2 | import Dropzone from 'react-dropzone'; 3 | 4 | // Material UI 5 | import Box from '@mui/material/Box'; 6 | import Link from '@mui/material/Link'; 7 | import Typography from '@mui/material/Typography'; 8 | import { useTheme } from '@mui/material'; 9 | 10 | // Font Awesome Icons 11 | import { library } from '@fortawesome/fontawesome-svg-core'; 12 | import { faImage as ImageIcon } from '@fortawesome/free-regular-svg-icons'; 13 | import { FontAwesomeIcon } from '@fortawesome/react-fontawesome'; 14 | library.add(ImageIcon); 15 | 16 | const ImageDropzone = ({ accept, onDrop }) => { 17 | const theme = useTheme(); 18 | 19 | return ( 20 | 21 | {({ isDragActive, getRootProps, getInputProps }) => ( 22 |
23 | 47 | 48 | 55 | 56 | 57 | 65 | 66 | 67 | 71 | Drag and drop an image here, or{' '} 72 | click to select an image 73 | 74 | 75 | 76 | 77 |
78 | )} 79 | 80 | ); 81 | }; 82 | 83 | export default ImageDropzone; 84 | -------------------------------------------------------------------------------- /frontend/src/components/Spacer.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import { useTheme } from '@mui/material'; 4 | 5 | const Spacer = ({ sx = [] }) => { 6 | const theme = useTheme(); 7 | 8 | return ( 9 | 17 | ); 18 | }; 19 | 20 | export default Spacer; 21 | -------------------------------------------------------------------------------- /frontend/src/layout/Footer.js: -------------------------------------------------------------------------------- 1 | // Material UI 2 | import Box from '@mui/material/Box'; 3 | import Divider from '@mui/material/Divider'; 4 | import Grid from '@mui/material/Grid'; 5 | import Hidden from '@mui/material/Hidden'; 6 | import Link from '@mui/material/Link'; 7 | import List from '@mui/material/List'; 8 | import ListItemButton from '@mui/material/ListItemButton'; 9 | import ListItemText from '@mui/material/ListItemText'; 10 | import Typography from '@mui/material/Typography'; 11 | import { useTheme } from '@mui/material'; 12 | 13 | const Footer = () => { 14 | const theme = useTheme(); 15 | 16 | return ( 17 | <> 18 | 28 | 29 | 34 | 35 | 36 | 37 | 44 | 45 | 51 | Privacy Policy 52 | 53 | } 54 | /> 55 | 56 | 57 | 63 | Terms of Use 64 | 65 | } 66 | /> 67 | 68 | 69 | 70 | 71 | 72 | 73 | 74 | 80 | Copyright © {new Date().getFullYear()} Bob's 81 | Programming Academy. 82 | 83 | } 84 | /> 85 | 86 | 87 | 88 | 89 | 90 | 91 | 97 | Photo by{' '} 98 | 105 | Josh Power 106 | {' '} 107 | on{' '} 108 | 115 | Unsplash 116 | 117 | . 118 | 119 | } 120 | /> 121 | 122 | 123 | 124 | 125 | 126 | 127 | 128 | ); 129 | }; 130 | 131 | export default Footer; 132 | -------------------------------------------------------------------------------- /frontend/src/layout/Header.js: -------------------------------------------------------------------------------- 1 | import Link from 'next/link'; 2 | 3 | // Material UI 4 | import AppBar from '@mui/material/AppBar'; 5 | import Button from '@mui/material/Button'; 6 | import Box from '@mui/material/Box'; 7 | import Divider from '@mui/material/Divider'; 8 | import IconButton from '@mui/material/IconButton'; 9 | import Toolbar from '@mui/material/Toolbar'; 10 | import Typography from '@mui/material/Typography'; 11 | import { useTheme } from '@mui/material'; 12 | 13 | // Material Icons 14 | import MenuIcon from '@mui/icons-material/Menu'; 15 | import HomeOutlinedIcon from '@mui/icons-material/HomeOutlined'; 16 | import CameraAltIcon from '@mui/icons-material/CameraAlt'; 17 | import InsertPhotoOutlinedIcon from '@mui/icons-material/InsertPhotoOutlined'; 18 | 19 | const Header = ({ onSidebarMobileOpen }) => { 20 | const theme = useTheme(); 21 | 22 | return ( 23 | <> 24 | 31 | 32 | 37 | 38 | 39 | 40 | 41 | 42 | 49 | 60 | Image Classification 61 | 62 | 63 | 64 | 65 | 66 | 84 | 103 | 104 | 105 | 106 | 107 | ); 108 | }; 109 | 110 | export default Header; 111 | -------------------------------------------------------------------------------- /frontend/src/layout/Layout.js: -------------------------------------------------------------------------------- 1 | import { useState } from 'react'; 2 | import PropTypes from 'prop-types'; 3 | 4 | // Material UI 5 | import Box from '@mui/material/Box'; 6 | import { useTheme } from '@mui/material'; 7 | 8 | import Header from './Header'; 9 | import Footer from './Footer'; 10 | import Sidebar from './Sidebar'; 11 | 12 | const Layout = ({ children }) => { 13 | const theme = useTheme(); 14 | 15 | const [isSidebarMobileOpen, setIsSidebarMobileOpen] = useState(false); 16 | 17 | return ( 18 | 24 |
setIsSidebarMobileOpen(true)} /> 25 | setIsSidebarMobileOpen(false)} 27 | openMobile={isSidebarMobileOpen} 28 | /> 29 |
{children}
30 |