CNN From Scratch and MobileNetV2 Models

Contents

• Convolutional Neural Network
  • Model From Scratch
  • Pretrained Model
  • Results
  • Usage:
  • Model From Scratch
  • Pretrained Model: MobileNetV2
  • Get Partial Data Sets

Convolutional Neural Network

###Summary

I used Colab’s GPU to build two neural networks, one from scratch using a somewhat arbitrary architecture and the by finetuning a pretrained model from Keras (MobileNetV2).

###Preprocessing

I preprocess the data by resizing the smaller side to 224 and cropping the second side to 224. The cropping is random for the training set and uniformly center for the test set. While originally the resizing happened prior and cropping happened during training, I’ve now restructed the code such that sizes are uniform prior to being zipped and uploaded to colab.

###Reorganizing

I reorganize the file structure to work with ImageDataGenerator and flow_from_directory from Keras, which require a file structure significantly difference from the original data set. This is similarly done prior to upload, and the code below expected that the test and train image directories are zipped and uploaded to colab. I display images from both sets to verify that resizing, cropping, and reorganizing didn’t break anything.

Model From Scratch

The model from scratch follows a somewhat arbitrary structure as follows:

• Convolutional 2D 5x5 relu
• Convolutional 2D 3x3 relu
• Max Pooling 2D 2x2
• Convolutional 2D 3x3 relu
• Convolutional 2D 3x3 relu
• Max Pooling 2D 2x2
• Convolutional 2D 3x3 relu
• Convolutional 2D 3x3 relu
• Max Pooling 2D 2x2
• (flatten)
• Dense relu
• Dense softmax

Pretrained Model

I chose MobileNetV2 at Camilo’s suggestion and knowing that I’ve already been running out of GPU so I needed something lightweight and fast. I remove the top and add output layers to fine tune the model to our eight super classes.

Both models use a learning rate of 0.0001

Results

The from scratch model took about 17 minutes to train and had a training accuracy of 99% and a test accuracy of 22.5%

The pretrained model took about 21 minutes to train and had a training accuracy of 100% and a test accuracy of 79.5%.

Both models are overfit but performed relatively well considering we’re using superclasses, especially the pretrained model.

import numpy as np
import matplotlib.pyplot as plt
from sklearn.model_selection import train_test_split
from sklearn import datasets
import matplotlib.image as mpimg
import os

%matplotlib inline

import keras
from keras.layers import Conv2D, MaxPooling2D, Dense, Input, Flatten, Dropout, UpSampling2D, GlobalAveragePooling2D
from keras.models import Model
from keras.optimizers import Adam, SGD
import matplotlib.pyplot as plt
from keras.utils import np_utils
from keras.datasets import cifar10
import pandas as pd
from keras.preprocessing.image import ImageDataGenerator, array_to_img, img_to_array, load_img
from IPython.display import Image, display
import random, os

Using TensorFlow backend.

I experimented a bit with jupyter hub and AWS but it seems like colab is the best option for getting access to GPU. That said, even when running a light model like mobilenetv2 I get a warning that I’m running out of GPU.

#Make sure you're using GPU
!nvidia-smi

Tue Dec 11 20:11:15 2018       
+-----------------------------------------------------------------------------+
| NVIDIA-SMI 396.44                 Driver Version: 396.44                    |
|-------------------------------+----------------------+----------------------+
| GPU  Name        Persistence-M| Bus-Id        Disp.A | Volatile Uncorr. ECC |
| Fan  Temp  Perf  Pwr:Usage/Cap|         Memory-Usage | GPU-Util  Compute M. |
|===============================+======================+======================|
|   0  Tesla K80           Off  | 00000000:00:04.0 Off |                    0 |
| N/A   36C    P0    69W / 149W |   8397MiB / 11441MiB |      0%      Default |
+-------------------------------+----------------------+----------------------+
                                                                               
+-----------------------------------------------------------------------------+
| Processes:                                                       GPU Memory |
|  GPU       PID   Type   Process name                             Usage      |
|=============================================================================|
+-----------------------------------------------------------------------------+

I set this up to read files directly from our google drive, and it works but actually performs slowers than using bash to programatically unzip the files. This was really handy and useful up to a certain point and might actually be a good option for housing the .zip files for test and train rather than having to upload them into the notebook at each step.

Before this point I wrote two programs, preprocessing and reorganize.

Preprocessing:

1. For each image, resize (shrink) such that the smaller size goes to 224 while maintaining the aspect ratio.
2. For each image in the training data, take a random 224px crop of the larger side such that the image becomes 224x224.
3. For each image in the test data, take the center 224x crop of the larger side such that the image becomes 224x224

Reorganize:

Keras flow_from_directory mandates a specific directory structure for the generator. This directory requires a parent directory with child directories matching the classes and containing the images. There should be two parent directories, one for the training data and one for the test data.

Usage:

1. unzip images in the notebooks directory
2. run preprocessing.py
3. run reorganize.py
4. verify results by poking around in directories test/ and train/
5. compress test/ and train/
6. upload test.zip and train.zip to colab

##Build Directories

!rm -rf 'train'
!rm -rf 'test'

!unzip 'train.zip'

Archive:  train.zip
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!unzip 'test.zip'

!rm 'test/test.zip'
!rm 'train/train.zip'

!ls test

0  1  2  3  4  5  6  7

test_imgs_count = sum([len(files) for r, d, files in os.walk("test")])
test_imgs_count

8581

train_imgs_count = sum([len(files) for r, d, files in os.walk("train")])
train_imgs_count

12000

There are 11999 images, so we can choose a batch size of 13 or 71 as numbers closest to 32

batch_size_train = 71
batch_size_test = 1

##Verify Images

def display20randomimages(t):
  fig=plt.figure(figsize=(8, 8))
  columns = 4
  rows = 5
  for i in range(1, columns*rows +1):
    c = "/" + str(random.choice([0,1,2,3,4,5,6,7])) + "/"
    random_filename = random.choice([
        x for x in os.listdir(t + c)
        if os.path.isfile(os.path.join(t+c, x))
    ])
    img = mpimg.imread(t+c+random_filename)
    fig.add_subplot(rows, columns, i)
    plt.imshow(img)
  plt.show()

display20randomimages('train')

display20randomimages('test')

##Build Models

train_datagen = ImageDataGenerator(
        rescale=1./255)
#consider adding horizontal flip = true here

test_datagen = ImageDataGenerator(rescale=1./255)

train_generator = train_datagen.flow_from_directory(
    directory=r"./train/",
    target_size=(224, 224),
    color_mode="rgb",
    batch_size=batch_size_train,
    class_mode="categorical",
    shuffle=True,
    seed=42
)
test_generator = test_datagen.flow_from_directory(
    directory=r"./test/",
    target_size=(224, 224),
    color_mode="rgb",
    batch_size=1,
    class_mode="categorical",
    shuffle=False,
    seed=42
)
optimizer = Adam(lr=0.0001)

Found 11999 images belonging to 8 classes.
Found 8580 images belonging to 8 classes.

Model From Scratch

inp = Input(shape = (224,224,3))

x = Conv2D(32, (5,5), strides=(1, 1), padding='same', activation='relu', use_bias=True)(inp)
x = Conv2D(32, (3,3), strides=(1, 1), padding='same', activation='relu', use_bias=True)(x)
x = MaxPooling2D(pool_size=(2, 2), strides=(2,2), padding='same', data_format=None)(x)
x = Conv2D(64, (3,3), strides=(1, 1), padding='same', activation='relu', use_bias=True)(x)
x = Conv2D(64, (3,3), strides=(1, 1), padding='same', activation='relu', use_bias=True)(x)
x = MaxPooling2D(pool_size=(2, 2), strides=(2,2), padding='same', data_format=None)(x)
x = Conv2D(128, (3,3), strides=(1, 1), padding='same', activation='relu', use_bias=True)(x)
x = Conv2D(128, (3,3), strides=(1, 1), padding='same', activation='relu', use_bias=True)(x)
x = MaxPooling2D(pool_size=(2, 2), strides=(2,2), padding='same', data_format=None)(x)
x = Flatten()(x)
x = Dense(512, activation='relu')(x)
x = Dense(8, activation='softmax')(x)

model_scratch = Model(inputs=inp, outputs= x)

model_scratch.compile(optimizer=optimizer, loss='categorical_crossentropy', metrics=['accuracy'])

STEP_SIZE_TRAIN=train_generator.n//train_generator.batch_size
model_scratch.fit_generator(generator=train_generator,
                    steps_per_epoch=STEP_SIZE_TRAIN,
                    epochs=10
)

#TIME: 1068 secs / 17.8 mins

Epoch 1/10
169/169 [==============================] - 112s 660ms/step - loss: 1.9925 - acc: 0.1841
Epoch 2/10
169/169 [==============================] - 101s 600ms/step - loss: 1.9382 - acc: 0.2261
Epoch 3/10
169/169 [==============================] - 101s 600ms/step - loss: 1.8674 - acc: 0.2760
Epoch 4/10
169/169 [==============================] - 102s 601ms/step - loss: 1.7379 - acc: 0.3339
Epoch 5/10
169/169 [==============================] - 102s 602ms/step - loss: 1.4826 - acc: 0.4468
Epoch 6/10
169/169 [==============================] - 102s 602ms/step - loss: 0.9660 - acc: 0.6652
Epoch 7/10
169/169 [==============================] - 102s 602ms/step - loss: 0.3428 - acc: 0.8910
Epoch 8/10
169/169 [==============================] - 102s 602ms/step - loss: 0.0685 - acc: 0.9854
Epoch 9/10
169/169 [==============================] - 102s 603ms/step - loss: 0.0184 - acc: 0.9968
Epoch 10/10
169/169 [==============================] - 102s 602ms/step - loss: 0.0087 - acc: 0.9989





<keras.callbacks.History at 0x7f5750d4dcc0>

Pretrained Model: MobileNetV2

from keras.applications.mobilenet_v2 import MobileNetV2
from keras.preprocessing import image

model_mobile = MobileNetV2(input_shape=(224,224,3), include_top=False, weights='imagenet')
x1 = model_mobile(inp)
x2 = GlobalAveragePooling2D()(x1)
out = Dense(8, activation='softmax')(x2)

model_mobile = Model(inputs = inp, outputs = out)
model_mobile.compile(optimizer=optimizer, loss='categorical_crossentropy', metrics=['accuracy'])
STEP_SIZE_TRAIN=train_generator.n//train_generator.batch_size
model_mobile.fit_generator(generator=train_generator,
                    steps_per_epoch=STEP_SIZE_TRAIN,
                    epochs=10
)

#TIME: 1247 secs / 20.7833 mins

Downloading data from https://github.com/JonathanCMitchell/mobilenet_v2_keras/releases/download/v1.1/mobilenet_v2_weights_tf_dim_ordering_tf_kernels_1.0_224_no_top.h5
9412608/9406464 [==============================] - 1s 0us/step
Epoch 1/10
169/169 [==============================] - 149s 880ms/step - loss: 0.8140 - acc: 0.7121
Epoch 2/10
169/169 [==============================] - 138s 818ms/step - loss: 0.2581 - acc: 0.9128
Epoch 3/10
169/169 [==============================] - 138s 818ms/step - loss: 0.0830 - acc: 0.9779
Epoch 4/10
169/169 [==============================] - 138s 818ms/step - loss: 0.0346 - acc: 0.9934
Epoch 5/10
169/169 [==============================] - 138s 818ms/step - loss: 0.0151 - acc: 0.9985
Epoch 6/10
169/169 [==============================] - 138s 818ms/step - loss: 0.0094 - acc: 0.9989
Epoch 7/10
169/169 [==============================] - 138s 817ms/step - loss: 0.0058 - acc: 0.9995
Epoch 8/10
169/169 [==============================] - 138s 818ms/step - loss: 0.0052 - acc: 0.9996
Epoch 9/10
169/169 [==============================] - 138s 817ms/step - loss: 0.0077 - acc: 0.9988
Epoch 10/10
169/169 [==============================] - 138s 817ms/step - loss: 0.0085 - acc: 0.9983





<keras.callbacks.History at 0x7f5742a44f60>

##Accuracies

###From Scratch Model

#train accuracy
train_generator.reset()
model_scratch.evaluate_generator(train_generator, steps=(train_imgs_count/batch_size_train))

[0.027502414621633185, 0.9934161136136253]

#test accuracy
test_generator.reset()
model_scratch.evaluate_generator(test_generator, steps=(test_imgs_count/batch_size_test))

[5.886183182319335, 0.2254079254079254]

###MobileNetV2

#train accuracy
train_generator.reset()
model_mobile.evaluate_generator(train_generator, steps=(train_imgs_count/batch_size_train))

[0.0012757289667679934, 1.0]

#test accuracy
test_generator.reset()
model_mobile.evaluate_generator(test_generator, steps=(test_imgs_count/batch_size_test))

[0.705977516895625, 0.7951048951048951]

##Prediction Probabilities

Usage: Run “ %run -i ‘metrics_script.py’ “ in a cell in the ipynb. Then you can call run_metrics on y_pred, y_pmf (the softmax probabilities), y_true, model_name (a string describing the model type), and time_to_classify in the ipynb directly. See Baseline Models.ipynb for an example.

%run -i 'metrics_script.py'

Get Partial Data Sets

!unzip 'train_partial.zip'

!unzip 'test_partial.zip'

!ls test_partial

0  1  2  3  4  5  6  7

test_partial_imgs_count = sum([len(files) for r, d, files in os.walk("test_partial")])
test_partial_imgs_count

1717

train_partial_imgs_count = sum([len(files) for r, d, files in os.walk("train_partial")])
train_partial_imgs_count

2400

There are 2400 images, so we can choose a batch size of 32

batch_size_train_partial = 32
batch_size_test_partial = 1

train_partial_datagen = ImageDataGenerator(
        rescale=1./255)
#consider adding horizontal flip = true here

test_partial_datagen = ImageDataGenerator(rescale=1./255)

train_partial_generator = train_datagen.flow_from_directory(
    directory=r"./train_partial/",
    target_size=(224, 224),
    color_mode="rgb",
    batch_size=batch_size_train_partial,
    class_mode="categorical",
    shuffle=False,
    seed=42
)
test_partial_generator = test_datagen.flow_from_directory(
    directory=r"./test_partial/",
    target_size=(224, 224),
    color_mode="rgb",
    batch_size=1,
    class_mode="categorical",
    shuffle=False,
    seed=42
)
optimizer = Adam(lr=0.0001)

Found 2400 images belonging to 8 classes.
Found 1716 images belonging to 8 classes.

###From Scratch Model

####Train

train_partial_generator.reset()
y_pmf=model_scratch.predict_generator(train_partial_generator,steps=train_partial_generator.n/batch_size_train_partial,verbose=1)

75/75 [==============================] - 7s 98ms/step

y_pred=np.argmax(y_pmf,axis=1).astype(np.str)
y_true = [n[0] for n in train_partial_generator.filenames]
labels = ['0','1','2','3','4','5','6','7']
model_name = "From Scratch Train"

correct = ( y_pred == y_true).sum()
total = len(y_true)

print("Correct:", correct, " Total: ", total, " Accuracy: ", correct/total)

Correct: 2370  Total:  2400  Accuracy:  0.9875

run_metrics(y_pred, y_pmf, y_true, model_name, labels=labels)

Categorical Loss: 0.04017147536642074
Accuracy Score: 0.9875





(0.04017147536642074, 0.9875)

####Test

y_pmf=model_scratch.predict_generator(test_partial_generator,steps=test_partial_generator.n/batch_size_test_partial,verbose=1)

1716/1716 [==============================] - 16s 9ms/step

y_pred=np.argmax(y_pmf,axis=1).astype(np.str)
y_true = [n[0] for n in test_partial_generator.filenames]
labels = ['0','1','2','3','4','5','6','7']
model_name = "From Scratch Test"

correct = ( y_pred == y_true).sum()
total = len(y_true)

print("Correct:", correct, " Total: ", total, " Accuracy: ", correct/total)

Correct: 241  Total:  1716  Accuracy:  0.14044289044289043

run_metrics(y_pred, y_pmf, y_true, model_name, labels=labels)

Categorical Loss: 9.976962520912652
Accuracy Score: 0.14044289044289043





(9.976962520912652, 0.14044289044289043)

###MobileNetV2 Model

####Train

train_partial_generator.reset()
y_pmf=model_mobile.predict_generator(train_partial_generator,steps=train_partial_generator.n/batch_size_train_partial,verbose=1)

75/75 [==============================] - 8s 101ms/step

y_pred=np.argmax(y_pmf,axis=1).astype(np.str)
y_true = [n[0] for n in train_partial_generator.filenames]
labels = ['0','1','2','3','4','5','6','7']
model_name = "MobileNetV2 Train"

correct = ( y_pred == y_true).sum()
total = len(y_true)

print("Correct:", correct, " Total: ", total, " Accuracy: ", correct/total)

Correct: 2387  Total:  2400  Accuracy:  0.9945833333333334

run_metrics(y_pred, y_pmf, y_true, model_name, labels=labels)

Categorical Loss: 0.015955141375876013
Accuracy Score: 0.9945833333333334





(0.015955141375876013, 0.9945833333333334)

####Test

y_pmf=model_mobile.predict_generator(test_partial_generator,steps=test_partial_generator.n/batch_size_test_partial,verbose=1)

1716/1716 [==============================] - 24s 14ms/step

y_pred=np.argmax(y_pmf,axis=1).astype(np.str)
y_true = [n[0] for n in test_partial_generator.filenames]
labels = ['0','1','2','3','4','5','6','7']
model_name = "MobileNetV2 Test"

correct = ( y_pred == y_true).sum()
total = len(y_true)

print("Correct:", correct, " Total: ", total, " Accuracy: ", correct/total)

Correct: 36  Total:  1716  Accuracy:  0.02097902097902098

run_metrics(y_pred, y_pmf, y_true, model_name, labels=labels)

Categorical Loss: 10.816462868407802
Accuracy Score: 0.02097902097902098





(10.816462868407802, 0.02097902097902098)