ArtistGAN

ArtistGAN is a tool used to generate human face images from their descriptions given in textual format.

FlowChart

Data Set

Images:

1. Labelled Faces in the Wild (LFW)
2. CelebA

Descriptions:

Face2Text for image descriptions

Architecture

1. Text Encoder

2. Conditioning Augmentation

3. Generative Adversarial Networks (GANs)

4. Feature Tuning

ArtistGAN Outputs

Experimental Setup

• Programming Language: Python(PyTorch)

• Libraries: Numpy, Pillow, Torch, TorchVision, etc.

• System Configuration:

  • Processor: Intel Xeon @ 2.30 GHz
  • RAM: 16gb
  • GPU: Google Colab and Kaggle - Tesla T4 and K80

For more details, refer to this presentation and thesis report.