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Flower Classification

We going to use three different model to train our Image classification.

1.CNN that build from scratch 2.Resnet 50 using transfer learning 3.Resnet 18 using transfer learning

In [1]:
# This Python 3 environment comes with many helpful analytics libraries installed
# It is defined by the kaggle/python Docker image: https://github.com/kaggle/docker-python
# For example, here's several helpful packages to load

import numpy as np # linear algebra
import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)

# Input data files are available in the read-only "../input/" directory
# For example, running this (by clicking run or pressing Shift+Enter) will list all files under the input directory

import os
for dirname, _, filenames in os.walk('/kaggle/input'):
    for filename in filenames:
        print(os.path.join(dirname, filename))

# You can write up to 5GB to the current directory (/kaggle/working/) that gets preserved as output when you create a version using "Save & Run All" 
# You can also write temporary files to /kaggle/temp/, but they won't be saved outside of the current session
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In [2]:
import numpy as np # linear algebra
import pandas as pd # data processing, CSV file I/O (e.g. pd.read_csv)
import os
import torch
import torchvision
import tarfile
import torchvision
from torch.utils.data import random_split
from torchvision.datasets import ImageFolder
from torchvision import transforms
from torchvision.transforms import ToTensor
from torch.utils.data.dataloader import DataLoader
import torch.nn as nn
from torchvision.utils import make_grid
import torchvision.models as models
import torch.nn.functional as F
import matplotlib.pyplot as plt
%matplotlib inline
In [3]:
data_dir ="../input/flowers-recognition/flowers/flowers"

Data

In [4]:
transformer = torchvision.transforms.Compose(
    [  # Applying Augmentation
        torchvision.transforms.Resize((224, 224)),
        torchvision.transforms.RandomHorizontalFlip(p=0.5),
        torchvision.transforms.RandomVerticalFlip(p=0.5),
        torchvision.transforms.RandomRotation(40),
        torchvision.transforms.ToTensor(),
        torchvision.transforms.Normalize(
            mean=[0.4914, 0.4822, 0.4465], std=[0.2023, 0.1994, 0.2010]
        ),
    ]
)
database = ImageFolder(data_dir, transform=transformer)
In [5]:
database.classes
Out[5]:
['daisy', 'dandelion', 'rose', 'sunflower', 'tulip']
In [6]:
flower_name_dict={'daisy':0 ,
                  'dandelion':1,
                  'rose':2 ,
                  'sunflower':3 ,
                  'tulip':4}

def encode_label(img_label):
    return flower_name_dict[img_label] 
In [7]:
flower_label = {
    0: 'daisy',
    1: 'dandelion',
    2: 'rose',
    3: 'sunflower',
    4: 'tulip'
}
In [8]:
def show_batch(dl,invert=True):
    for images, labels in dl:
        fig, ax = plt.subplots(figsize=(12, 6))
        ax.set_xticks([]); ax.set_yticks([])
        ax.imshow(make_grid(images, nrow=16).permute(1, 2, 0))
        break

def show_sample(image, label,invert=True):
    print("Label :" +database.classes[label] + "(" + str(label) + ")")
    plt.imshow(image.permute(1, 2, 0))
In [10]:
show_sample(*database[1])
Label :daisy(0)

Put them in Val_set and train_set

In [11]:
validation_size = 500
training_size = len(database) - validation_size
In [12]:
train_ds, val_ds_main = random_split(database,[training_size, validation_size])
val_ds, test_ds  = random_split(val_ds_main,[300, 200])
len(train_ds), len(val_ds)

Out[12]:
(3823, 300)
In [13]:
batch_size=32
In [14]:
train_dl = DataLoader(train_ds, batch_size , shuffle=True)
val_dl = DataLoader(val_ds,batch_size)
test_dl = DataLoader(test_ds, batch_size)
In [15]:
show_batch(train_dl,invert=True)