kuba-siekierzynski / carl-cnn Goto Github PK

Can You please share your dataset with me

Hi @kuba-siekierzynski ,

i would like to thank you for sharing this code , looks promising and good results till now .
i just want to discuss with you the reason of ImageDataGenerator . i understand that it increase accuracy but how and have you tried any alternatives , also you fit the training data only and don't do the same on the test data .

# In order to process data augmentation, keras' ImageDataGenerator can apply some transformations to images on random
from keras.preprocessing.image import ImageDataGenerator

datagen = ImageDataGenerator(
    # featurewise_center=False,
    # samplewise_center=False,
    # featurewise_std_normalization=True,
    # samplewise_std_normalization=True,
    # zca_whitening=True,
    rotation_range=45,
    width_shift_range=0.2,
    height_shift_range=0.2,
    horizontal_flip=True,
    vertical_flip=True)

i will keep playing on this model and try to raise the accuracy on some images that fails as steering wheels ones

hi, kuba, thank u for your code, in the past few days, I have trained with your code, the data set is the same, but the best precision of the model is only 84%.epoch=200 and train_size=0.8,It's very different from your results, so I want to know if you have improved the model or added other data sets.thank u again!