이 노트북에서 사전 훈련된 모델(VGGNet19)을 적재하고 핫도그를 감지하는 새 작업에 미세 조정하는 방법을 다룹니다.
from tensorflow.keras.applications.vgg19 import VGG19
from tensorflow.keras.models import Sequential
from tensorflow.keras.layers import Dense, Dropout, Flatten
from tensorflow.keras.preprocessing.image import ImageDataGenerator
vgg19 = VGG19(include_top=False,
weights='imagenet',
input_shape=(224,224,3),
pooling=None)
Downloading data from https://storage.googleapis.com/tensorflow/keras-applications/vgg19/vgg19_weights_tf_dim_ordering_tf_kernels_notop.h5 80134624/80134624 [==============================] - 1s 0us/step
for layer in vgg19.layers:
layer.trainable = False
# 시퀀셜 모델을 만들고 VGG19 모델을 추가합니다.
model = Sequential()
model.add(vgg19)
# VGG19 모델 위에 새로운 층을 추가합니다.
model.add(Flatten(name='flattened'))
model.add(Dropout(0.5, name='dropout'))
model.add(Dense(2, activation='softmax', name='predictions'))
model.compile(optimizer='adam', loss='categorical_crossentropy', metrics=['accuracy'])
# 코랩을 사용할 경우 다음 명령을 실행하세요.
!wget https://git.io/JtRjg -O hot-dog-not-hot-dog.tar.gz
--2022-12-07 02:28:31-- https://git.io/JtRjg Resolving git.io (git.io)... 140.82.114.21 Connecting to git.io (git.io)|140.82.114.21|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://github.com/rickiepark/dl-illustrated/raw/master/notebooks/hot-dog-not-hot-dog.tar.gz [following] --2022-12-07 02:28:31-- https://github.com/rickiepark/dl-illustrated/raw/master/notebooks/hot-dog-not-hot-dog.tar.gz Resolving github.com (github.com)... 192.30.255.112 Connecting to github.com (github.com)|192.30.255.112|:443... connected. HTTP request sent, awaiting response... 302 Found Location: https://raw.githubusercontent.com/rickiepark/dl-illustrated/master/notebooks/hot-dog-not-hot-dog.tar.gz [following] --2022-12-07 02:28:31-- https://raw.githubusercontent.com/rickiepark/dl-illustrated/master/notebooks/hot-dog-not-hot-dog.tar.gz Resolving raw.githubusercontent.com (raw.githubusercontent.com)... 185.199.108.133, 185.199.109.133, 185.199.110.133, ... Connecting to raw.githubusercontent.com (raw.githubusercontent.com)|185.199.108.133|:443... connected. HTTP request sent, awaiting response... 200 OK Length: 46737939 (45M) [application/octet-stream] Saving to: ‘hot-dog-not-hot-dog.tar.gz’ hot-dog-not-hot-dog 100%[===================>] 44.57M 127MB/s in 0.4s 2022-12-07 02:28:33 (127 MB/s) - ‘hot-dog-not-hot-dog.tar.gz’ saved [46737939/46737939]
!rm -rf hot-dog-not-hot-dog
!tar -xvzf hot-dog-not-hot-dog.tar.gz
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# 두 개의 이미지 제너레이터 객체를 만듭니다.
train_datagen = ImageDataGenerator(
rescale=1.0/255,
data_format='channels_last',
rotation_range=30,
horizontal_flip=True,
fill_mode='reflect')
valid_datagen = ImageDataGenerator(
rescale=1.0/255,
data_format='channels_last')
# 배치 크기를 설정합니다.
batch_size=32
# 훈련과 검증 제너레이터를 만듭니다.
train_generator = train_datagen.flow_from_directory(
directory='./hot-dog-not-hot-dog/train',
target_size=(224, 224),
classes=['hot_dog','not_hot_dog'],
class_mode='categorical',
batch_size=batch_size,
shuffle=True,
seed=42)
valid_generator = valid_datagen.flow_from_directory(
directory='./hot-dog-not-hot-dog/test',
target_size=(224, 224),
classes=['hot_dog','not_hot_dog'],
class_mode='categorical',
batch_size=batch_size,
shuffle=True,
seed=42)
Found 498 images belonging to 2 classes. Found 500 images belonging to 2 classes.
model.fit(train_generator, steps_per_epoch=15,
epochs=16, validation_data=valid_generator,
validation_steps=15)
Epoch 1/16 15/15 [==============================] - 22s 790ms/step - loss: 0.8736 - accuracy: 0.6094 - val_loss: 0.8269 - val_accuracy: 0.5896 Epoch 2/16 15/15 [==============================] - 10s 669ms/step - loss: 0.5551 - accuracy: 0.7468 - val_loss: 0.4834 - val_accuracy: 0.7854 Epoch 3/16 15/15 [==============================] - 10s 667ms/step - loss: 0.4798 - accuracy: 0.7811 - val_loss: 0.4629 - val_accuracy: 0.7792 Epoch 4/16 15/15 [==============================] - 10s 680ms/step - loss: 0.4686 - accuracy: 0.8047 - val_loss: 0.4616 - val_accuracy: 0.7750 Epoch 5/16 15/15 [==============================] - 10s 667ms/step - loss: 0.3317 - accuracy: 0.8648 - val_loss: 0.4571 - val_accuracy: 0.7875 Epoch 6/16 15/15 [==============================] - 10s 661ms/step - loss: 0.3626 - accuracy: 0.8348 - val_loss: 0.4716 - val_accuracy: 0.7875 Epoch 7/16 15/15 [==============================] - 10s 687ms/step - loss: 0.4036 - accuracy: 0.8348 - val_loss: 0.7247 - val_accuracy: 0.7125 Epoch 8/16 15/15 [==============================] - 11s 725ms/step - loss: 0.3049 - accuracy: 0.8708 - val_loss: 0.4608 - val_accuracy: 0.8000 Epoch 9/16 15/15 [==============================] - 10s 662ms/step - loss: 0.2263 - accuracy: 0.9034 - val_loss: 0.4564 - val_accuracy: 0.8042 Epoch 10/16 15/15 [==============================] - 10s 663ms/step - loss: 0.2232 - accuracy: 0.9034 - val_loss: 0.4655 - val_accuracy: 0.7937 Epoch 11/16 15/15 [==============================] - 10s 686ms/step - loss: 0.2629 - accuracy: 0.8820 - val_loss: 0.4718 - val_accuracy: 0.7812 Epoch 12/16 15/15 [==============================] - 10s 678ms/step - loss: 0.2572 - accuracy: 0.8841 - val_loss: 0.4639 - val_accuracy: 0.8042 Epoch 13/16 15/15 [==============================] - 10s 665ms/step - loss: 0.2232 - accuracy: 0.8991 - val_loss: 0.5931 - val_accuracy: 0.7667 Epoch 14/16 15/15 [==============================] - 10s 657ms/step - loss: 0.2153 - accuracy: 0.8991 - val_loss: 0.4774 - val_accuracy: 0.7937 Epoch 15/16 15/15 [==============================] - 10s 664ms/step - loss: 0.1952 - accuracy: 0.9120 - val_loss: 0.4910 - val_accuracy: 0.7979 Epoch 16/16 15/15 [==============================] - 10s 664ms/step - loss: 0.2309 - accuracy: 0.9056 - val_loss: 0.7421 - val_accuracy: 0.7458
<keras.callbacks.History at 0x7f178ac7fee0>