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files /dev/null and b/data/val/6/03576.jpg differ diff --git a/fer2013_process.py b/fer2013_process.py new file mode 100644 index 00000000..c0c1a15e --- /dev/null +++ b/fer2013_process.py @@ -0,0 +1,52 @@ +import csv +import os +from PIL import Image +import numpy as np + +data_path = os.getcwd() + "/data/" +csv_file = data_path + 'fer2013.csv' +train_csv = data_path + 'train.csv' +val_csv = data_path + 'val.csv' +test_csv = data_path + 'test.csv' + +train_set = os.path.join(data_path, 'train') +val_set = os.path.join(data_path, 'val') +test_set = os.path.join(data_path, 'test') + +with open(csv_file) as f: + csv_r = csv.reader(f) + header = next(csv_r) + print(header) + rows = [row for row in csv_r] + + trn = [row[:-1] for row in rows if row[-1] == 'Training'] + csv.writer(open(train_csv, 'w+'), lineterminator='\n').writerows([header[:-1]] + trn) + print(len(trn)) + + val = [row[:-1] for row in rows if row[-1] == 'PublicTest'] + csv.writer(open(val_csv, 'w+'), lineterminator='\n').writerows([header[:-1]] + val) + print(len(val)) + + tst = [row[:-1] for row in rows if row[-1] == 'PrivateTest'] + csv.writer(open(test_csv, 'w+'), lineterminator='\n').writerows([header[:-1]] + tst) + print(len(tst)) + +for save_path, csv_file in [(train_set, train_csv), (val_set, val_csv), (test_set, test_csv)]: + if not os.path.exists(save_path): + os.makedirs(save_path) + + num = 1 + with open(csv_file) as f: + csv_r = csv.reader(f) + header = next(csv_r) + for i, (label, pixel) in enumerate(csv_r): + # 0 - 6 文件夹分别label为： + # angry ，disgust ，fear ，happy ，sad ，surprise ，neutral + pixel = np.asarray([float(p) for p in pixel.split()]).reshape(48, 48) + sub_folder = os.path.join(save_path, label) + if not os.path.exists(sub_folder): + os.makedirs(sub_folder) + im = Image.fromarray(pixel).convert('L') + image_name = os.path.join(sub_folder, '{:05d}.jpg'.format(i)) + print(image_name) + im.save(image_name) diff --git a/train.py b/train.py new file mode 100644 index 00000000..bcc635e8 --- /dev/null +++ b/train.py @@ -0,0 +1,116 @@ +from keras.layers import Dense, Dropout, Activation, Flatten, Conv2D, MaxPooling2D +from keras.models import Sequential +from keras.preprocessing.image import ImageDataGenerator +from keras.optimizers import SGD + +batch_siz = 128 +num_classes = 7 +nb_epoch = 100 +img_size = 48 +root_path = './data' + + +class Model: + def __init__(self): + self.model = None + + def build_model(self): + self.model = Sequential() + + self.model.add(Conv2D(32, (1, 1), strides=1, padding='same', input_shape=(img_size, img_size, 1))) + self.model.add(Activation('relu')) + self.model.add(Conv2D(32, (5, 5), padding='same')) + self.model.add(Activation('relu')) + self.model.add(MaxPooling2D(pool_size=(2, 2))) + + self.model.add(Conv2D(32, (3, 3), padding='same')) + self.model.add(Activation('relu')) + self.model.add(MaxPooling2D(pool_size=(2, 2))) + + self.model.add(Conv2D(64, (5, 5), padding='same')) + self.model.add(Activation('relu')) + self.model.add(MaxPooling2D(pool_size=(2, 2))) + + self.model.add(Flatten()) + self.model.add(Dense(2048)) + self.model.add(Activation('relu')) + self.model.add(Dropout(0.5)) + self.model.add(Dense(1024)) + self.model.add(Activation('relu')) + self.model.add(Dropout(0.5)) + self.model.add(Dense(num_classes)) + self.model.add(Activation('softmax')) + self.model.summary() + + def train_model(self): + sgd = SGD(lr=0.01, decay=1e-6, momentum=0.9, nesterov=True) + self.model.compile(loss='categorical_crossentropy', optimizer=sgd, metrics=['accuracy']) + # 自动扩充训练样本 + train_datagen = ImageDataGenerator( + rescale=1. / 255, + shear_range=0.2, + zoom_range=0.2, + horizontal_flip=True) + # 归一化验证集 + val_datagen = ImageDataGenerator( + rescale=1. / 255) + eval_datagen = ImageDataGenerator( + rescale=1. / 255) + # 以文件分类名划分label + train_generator = train_datagen.flow_from_directory( + root_path + '/train', + target_size=(img_size, img_size), + color_mode='grayscale', + batch_size=batch_siz, + class_mode='categorical') + val_generator = val_datagen.flow_from_directory( + root_path + '/val', + target_size=(img_size, img_size), + color_mode='grayscale', + batch_size=batch_siz, + class_mode='categorical') + eval_generator = eval_datagen.flow_from_directory( + root_path + '/test', + target_size=(img_size, img_size), + color_mode='grayscale', + batch_size=batch_siz, + class_mode='categorical') + # early_stopping = EarlyStopping(monitor='loss', patience=3) + history_fit = self.model.fit_generator( + train_generator, + steps_per_epoch=800 / (batch_siz / 32), # 28709 + nb_epoch=nb_epoch, + validation_data=val_generator, + validation_steps=2000, + # callbacks=[early_stopping] + ) + # history_eval=self.model.evaluate_generator( + # eval_generator, + # steps=2000) + history_predict = self.model.predict_generator( + eval_generator, + steps=2000) + with open(root_path + '/model_fit_log', 'w') as f: + f.write(str(history_fit.history)) + with open(root_path + '/model_predict_log', 'w') as f: + f.write(str(history_predict)) + # print("%s: %.2f%%" % (self.model.metrics_names[1], history_eval[1] * 100)) + print('model trained') + + def save_model(self): + model_json = self.model.to_json() + with open(root_path + "/model_json.json", "w") as json_file: + json_file.write(model_json) + self.model.save_weights(root_path + '/model_weight.h5') + self.model.save(root_path + '/model.h5') + print('model saved') + + +if __name__ == '__main__': + model = Model() + model.build_model() + print('model built') + model.train_model() + print('model trained') + model.save_model() + print('model saved')