FOODC

[Getting Started Notebook] FOODC Challange

You can use this code to start understanding the data and create a baseline model for further improvements.

Baseline Submission for the Challenge FOODC¶

Author - Gauransh Kumar, Pulkit Gera

Install Dependencies¶

In [2]:

import sys
!{sys.executable} -m pip install numpy
!{sys.executable} -m pip install pandas
!{sys.executable} -m pip install scikit-learn
!{sys.executable} -m pip install aicrowd-cli
%load_ext aicrowd.magic

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The aicrowd.magic extension is already loaded. To reload it, use:
  %reload_ext aicrowd.magic

In [3]:

%aicrowd login

Please login here: https://api.aicrowd.com/auth/HLtaHWL4uQ_E2GX_ShAh23Prq-kX7xgdHZtXI-Rql6c
Opening in existing browser session.
API Key valid
Saved API Key successfully!

Download the files¶

These include the train test images as well the csv indexing them

In [ ]:

!rm -rf data
!mkdir data

In [10]:

%aicrowd ds dl -c foodc -o data

We create directories and unzip the images

In [11]:

!mkdir data/test
!mkdir data/train
!unzip data/train_images -d data/train
!unzip data/test_images -d data/test

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Import necessary packages¶

In [12]:

import torchvision.transforms as transforms
from torch.utils.data.sampler import SubsetRandomSampler
import torch
import torch.nn as nn
import torch.nn.functional as F
from torch.utils.data import TensorDataset, DataLoader, Dataset
import torchvision
from torchvision import models
import torch.optim as optim
import pandas as pd
import numpy as np
import cv2
import os
from sklearn import preprocessing
import matplotlib.pyplot as plt
%matplotlib inline

Loading Data¶

In pytorch we can directly load our files into torchvision(the library which creates the object) or create a custom class to load data. The class must have __init__ , __len__ and __getitem__ functions. We create a custom dataloader to suit our needs. More info on custom loaders can be read here

In [13]:

class FoodData(Dataset):
    def __init__(self,data_list,data_dir = './',transform=None,train=True):
        super().__init__()
        self.data_list = data_list
        self.data_dir = data_dir
        self.transform = transform
        self.train = train
    
    def __len__(self):
        return self.data_list.shape[0]
    
    def __getitem__(self,item):
        if self.train:
          img_name,label = self.data_list.iloc[item]
        else:
          img_name = self.data_list.iloc[item]['ImageId']
        img_path = os.path.join(self.data_dir,img_name)
        img = cv2.imread(img_path,1)
        img = cv2.resize(img,(256,256))
        if self.transform is not None:
            img = self.transform(img)
        if self.train:
          return {
              'gt' : img,
              'label' : torch.tensor(label)

          }
        else:
          return {
              'gt':img
          }

We first convert the data labels into encodings using Label Encoders. This basically converts labels into number encodings. This is an important step as without it we cannot train our network

In [19]:

train = pd.read_csv('data/train.csv', on_bad_lines='skip')
le = preprocessing.LabelEncoder()
targets = le.fit_transform(train['ClassName'])
ntrain = train
ntrain['ClassName'] = targets

We load our train data and some necessary augementations like converting to PIL image, converting to tensors and normalizing them across channels. We can add more augementations such as Random Flip, Random Rotation, etc more on which can be found here

In [20]:

transforms_train = transforms.Compose([
    transforms.ToPILImage(),
    
    transforms.ToTensor(),
    transforms.Normalize((0.5, 0.5, 0.5), (0.5,0.5,0.5))
])
train_path = 'data/train/train_images'
train_data = FoodData(data_list= ntrain,data_dir = train_path,transform = transforms_train)

EDA¶

Let us do some exploratory data analysis. The idea is to see the class distribution, how the images are and much more.

In [21]:

train = pd.read_csv('data/train.csv')
num = train['ClassName'].value_counts()
classes = train['ClassName'].unique()
print("Percentage of each class")
for cl in classes:
  print(cl,'\t',num[cl]/train.shape[0]*100,"%")

Percentage of each class
water 	 9.25667703528907 %
pizza-margherita-baked 	 1.179877721763381 %
broccoli 	 0.9009975329829454 %
salad-leaf-salad-green 	 5.738496192212807 %
egg 	 2.2417676713504235 %
butter 	 3.71125174300118 %
bread-white 	 6.382065858629196 %
apple 	 2.0486967714255067 %
dark-chocolate 	 0.9439021774107046 %
white-coffee-with-caffeine 	 1.3085916550466588 %
sweet-pepper 	 0.9009975329829454 %
mixed-salad-chopped-without-sauce 	 1.8127212270728308 %
tomato-sauce 	 1.179877721763381 %
cucumber 	 1.1476992384425615 %
cheese 	 1.4694840716507562 %
pasta-spaghetti 	 1.040437627373163 %
rice 	 2.7458972433765956 %
zucchini 	 0.9653544996245843 %
salmon 	 0.5470342164539311 %
mixed-vegetables 	 2.542100182344739 %
espresso-with-caffeine 	 2.0916014158532663 %
banana 	 1.9414351603561086 %
strawberries 	 0.9331760163037649 %
mayonnaise 	 0.4612249275984125 %
almonds 	 0.740105116378848 %
bread-wholemeal 	 4.269012120562051 %
wine-white 	 1.619650327147914 %
hard-cheese 	 1.2013300439772605 %
ham-raw 	 0.7079266330580285 %
tomato 	 3.8399656762844576 %
french-beans 	 0.8044620830204869 %
mandarine 	 0.740105116378848 %
wine-red 	 2.585004826772498 %
potatoes-steamed 	 1.673281132682613 %
croissant 	 0.8044620830204869 %
carrot 	 3.185669848761128 %
salami 	 0.5255818942400515 %
boisson-au-glucose-50g 	 0.9117236940898853 %
biscuits 	 0.7293789552719082 %
corn 	 0.39686796095677357 %
leaf-spinach 	 0.9331760163037649 %
tea-green 	 0.740105116378848 %
chips-french-fries 	 1.4587579105438164 %
parmesan 	 0.7293789552719082 %
beer 	 0.8580928885551861 %
bread-french-white-flour 	 0.6542958275233294 %
coffee-with-caffeine 	 4.043762737316314 %
chicken 	 1.1369730773356215 %
soft-cheese 	 0.5148557331331117 %
tea 	 1.8985305159283494 %
avocado 	 0.9439021774107046 %
bread-sourdough 	 0.6757481497372091 %
gruyere 	 0.7615574385927276 %
sauce-savoury 	 0.6542958275233294 %
honey 	 0.6972004719510887 %
mixed-nuts 	 0.868819049662126 %
jam 	 1.7483642604311918 %
bread-whole-wheat 	 0.7937359219135471 %
water-mineral 	 0.922449855196825 %
onion 	 0.4397726053845329 %
pickle 	 0.3003325109943151 %

We observe that water is the most popular class although the distribution is not that skewed. Let us plot the images of white flour french bread and french fries and have a look at the kind of images we have

In [22]:

imgs = train.loc[train['ClassName'] == 'bread-french-white-flour']
plt.figure(figsize=(10,10))
for i in range(imgs[:16].shape[0]):
  path = imgs.iloc[i]['ImageId']
  image = cv2.imread(os.path.join(train_path,path),1)
  image = cv2.cvtColor(image,cv2.COLOR_BGR2RGB)
  plt.subplot(4,4,i+1)
  plt.axis('off')
  plt.imshow(image)