{"cells":[{"metadata":{},"cell_type":"markdown","source":"# Introduction\n\n**I will be implementing a new Deep learning architecture called Vision Transformers using Tensorflow and implementing some basic Image Preprocessing steps to give an insight about how Image processing can be useful in identifying features of importance for Machine Learning and Deep Learning models**\n\n1. [An interesting implementation of Vision Transformer](http://www.kaggle.com/abhinand05/vision-transformer-vit-tutorial-baseline/comments#Introduction)\n\n2. [Image processing- Simple guide](https://www.kaggle.com/khotijahs1/image-preprocessing-for-cassava-leaf-disease)\n\n**Big thanks to the implementations of [An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale](https://arxiv.org/abs/2010.11929) for making the architecture possible** \n\n**And lastly I will be referring to these implementations so feel free to check them out if you can**\n\n1. [KamalKraj Implementation](https://github.com/kamalkraj/Vision-Transformer)"},{"metadata":{},"cell_type":"markdown","source":"# Transformer Architecture\n\n![image.png](attachment:image.png)","attachments":{"image.png":{"image/png":"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"}}},{"metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true},"cell_type":"code","source":"# This Python 3 environment comes with many helpful analytics libraries installed\n# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python\n# For example, here's several helpful packages to load\n\nimport numpy as np # linear algebra\nimport pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)\n\n# Input data files are available in the read-only \"../input/\" directory\n# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory\n\nimport os\nimport cv2\nimport json\nimport tensorflow as tf\nfrom tensorflow import keras\nimport albumentations as A\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n# You can write up to 20GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using \"Save & Run All\" \n# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Loading the Datasets\n\n**The Casava-leaf Disease classification Dataset contains**\n\n1. **Images data**\n2. **CSV format data of train and submission files**\n3. **tfrecords of training and test data**\n4. **Json file with labels of diseases on images**"},{"metadata":{"_uuid":"d629ff2d2480ee46fbb7e2d37f6b5fab8052498a","_cell_guid":"79c7e3d0-c299-4dcb-8224-4455121ee9b0","trusted":true},"cell_type":"code","source":"df = pd.read_csv('../input/cassava-leaf-disease-classification/train.csv')\ndf.shape","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.head(5)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"df.info()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**So from this we can infer that the labels are labelled in categorical fashion with particular disease being identified through that, so let's explore the json file for more information**"},{"metadata":{"trusted":true},"cell_type":"code","source":"#https://www.kaggle.com/khotijahs1/image-preprocessing-for-cassava-leaf-disease\n\ndata_dir = '../input/cassava-leaf-disease-classification/'\nwith open(os.path.join(data_dir,'label_num_to_disease_map.json')) as file:\n    map_class = json.loads(file.read())\n\nprint(json.dumps(map_class,indent=5))","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"plt.figure(figsize=(10,5))\nsns.countplot(df['label'].values)\nplt.title('Distrbution of Labels in Training data')\nplt.show()","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**So there is an imbalance in our dataset with majority of labels falling into Cassava Mosaic Disease (CMD) category**\n\n**Now, for better understanding lets put these labels into our training dataset**"},{"metadata":{"trusted":true},"cell_type":"code","source":"new_df = pd.read_csv(os.path.join(data_dir,\"train.csv\"))\nnew_df['class_names'] = df['label'].astype(str).map(map_class)\nnew_df.head(5)","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Displaying Images with Labels"},{"metadata":{"trusted":true},"cell_type":"code","source":"def show_image(image_ids, labels):\n    plt.figure(figsize=(15,10))\n    \n    for i, (image_id,label) in enumerate(zip(image_ids, labels)):\n        plt.subplot(3,3,i+1)\n        img = cv2.imread(os.path.join(data_dir, \"train_images\", image_id))\n        img = cv2.cvtColor(img, cv2.COLOR_BGR2RGB)\n\n        plt.imshow(img)\n        plt.title(f\"Class: {label}\", fontsize=12)\n        plt.axis(\"off\")\n    \n    plt.show()","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"samples = new_df.sample(9)\nimage_ids = samples['image_id'].values\nlabels = samples['class_names'].values\n\nshow_image(image_ids, labels)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#image sizes\nimages = cv2.imread('../input/cassava-leaf-disease-classification/train_images/1000015157.jpg')\nimages.shape","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Image Segmentation"},{"metadata":{"trusted":true},"cell_type":"code","source":"def read_image(image_id , label):\n    plt.figure(figsize=(15, 10))\n    image = cv2.imread(os.path.join(data_dir, \"train_images\", image_id))\n    #convert image to array\n    #img = image.img_to_array(img)\n    return image\n\ndef create_masks(image):\n    image_hsv = cv2.cvtColor(image, cv2.COLOR_BGR2HSV)\n    lower_hsv = np.array([0,0,250])\n    upper_hsv = np.array([250,255,255])\n    \n    mask = cv2.inRange(image_hsv, lower_hsv, upper_hsv)\n    kernel = cv2.getStructuringElement(cv2.MORPH_ELLIPSE, (11,11))\n    mask = cv2.morphologyEx(mask, cv2.MORPH_CLOSE, kernel)\n    return mask\n\ndef segment_image(image):\n    mask = create_masks(image)\n    output = cv2.bitwise_and(image, image, mask=mask)\n    return output/255","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"#get an image\nimage = read_image(df['image_id'][5],(255,255))\n\n#segmentation\nimage_segmented = segment_image(image)\n\nfig, ax = plt.subplots(1, 2, figsize=(15, 5));\nplt.suptitle('RESULT', x=0.5, y=0.8)\nplt.tight_layout(1)\n\nax[0].set_title('ORIGINAL', fontsize=12)\nax[1].set_title('SEGMENTED', fontsize=12)\n\nax[0].imshow(image/255);\nax[1].imshow(image_segmented);","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"**Let's visualize next set**"},{"metadata":{"trusted":true},"cell_type":"code","source":"#get an image\nimage = read_image(df['image_id'][15],(255,255))\n\n#segmentation\nimage_segmented = segment_image(image)\n\nfig, ax = plt.subplots(1, 2, figsize=(15, 5));\nplt.suptitle('RESULT', x=0.5, y=0.8)\nplt.tight_layout(1)\n\nax[0].set_title('ORIGINAL', fontsize=12)\nax[1].set_title('SEGMENTED', fontsize=12)\n\nax[0].imshow(image/255);\nax[1].imshow(image_segmented);","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"from sklearn.model_selection import train_test_split\n\ntrain_df, valid_df = train_test_split(df, test_size=0.2, random_state=45, stratify=df.label.values)\n\nprint(\"Training data size : {}\".format(train_df.shape))\nprint(\"Validation data size : {}\".format(valid_df.shape))","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# **Image Augmentations**"},{"metadata":{"trusted":true},"cell_type":"code","source":"from tensorflow.keras.preprocessing.image import ImageDataGenerator\n\ndatagen = ImageDataGenerator(rescale=1.0/255.0, validation_split=0.2)","execution_count":null,"outputs":[]},{"metadata":{"trusted":true},"cell_type":"code","source":"train_generator = datagen.flow_from_directory(directory= data_dir,             \n                                                     target_size=(224, 224),\n                                                     class_mode='categorical',\n                                                     subset='training',\n                                                    shuffle=True,\n                                                     batch_size=32\n                                 )\n\nvalid_generator = datagen.flow_from_directory(directory= data_dir,\n                                                      target_size=(224, 224),\n                                                      subset='validation',\n                                                     batch_size=32\n                                                    \n                                                     )","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# Vision Transformers\n\n**While the Transformer architecture has become the de-facto standard for natural language processing tasks, its applications to computer vision remain limited. In vision, attention is either applied in conjunction with convolutional networks, or used to replace certain components of convolutional networks while keeping their overall structure in place. We show that this reliance on CNNs is not necessary and a pure transformer can perform very well on image classification tasks when applied directly to sequences of image patches. When pre-trained on large amounts of data and transferred to multiple recognition benchmarks (ImageNet, CIFAR-100, VTAB, etc), Vision Transformer attains excellent results compared to state-of-the-art convolutional networks while requiring substantially fewer computational resources to 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"}}},{"metadata":{"trusted":true},"cell_type":"code","source":"#importing the neccessary libraries\n#https://github.com/emla2805/vision-transformer/blob/master/model.py\nimport tensorflow_addons as tfa\nfrom tensorflow.keras.layers import (\n    Dense,\n    Dropout,\n    LayerNormalization,\n)\nfrom tensorflow.keras.layers.experimental.preprocessing import Rescaling\n\n","execution_count":null,"outputs":[]},{"metadata":{},"cell_type":"markdown","source":"# WORK IN PROGRESS🔨🔨"},{"metadata":{"trusted":true},"cell_type":"code","source":"","execution_count":null,"outputs":[]}],"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"pygments_lexer":"ipython3","nbconvert_exporter":"python","version":"3.6.4","file_extension":".py","codemirror_mode":{"name":"ipython","version":3},"name":"python","mimetype":"text/x-python"}},"nbformat":4,"nbformat_minor":4}