/DCGAN_celebA

Deep Learning DCGan Model for face recognition and generation using tensorflow

Primary LanguageJupyter Notebook

DCGAN_celebA

This is a Deep Learning model using dcgan to create a fake image generator Generative Adversarial Network (GAN) and Deep Convolutional for classification I worked on the celeb A dataset imported from kaggle and applied the model on google colab

Omar Elsamahy 18102063 Generator Architecture dense (Dense) multiple 3660800

batch_normalization (BatchN multiple 146432
ormalization)

leaky_re_lu (LeakyReLU) multiple 0

reshape (Reshape) multiple 0

upsample (Upsample) multiple 1639680

upsample_1 (Upsample) multiple 819840

upsample_2 (Upsample) multiple 205120

conv2d_transpose_3 (Conv2DT multiple 4803

Discriminator arch input_1 (InputLayer) [(None, 104, 88, 3)] 0

cnn_block (CNNBlock) multiple 2432

cnn_block_1 (CNNBlock) multiple 51264

cnn_block_2 (CNNBlock) multiple 204928

cnn_block_3 (CNNBlock) multiple 819456

flatten (Flatten) multiple 0

dense_1 (Dense) multiple 585729

10 Images