Text2Sketch2Face

This Flask-based application generates sketches from textual descriptions using deep learning and generative models. It also transforms sketches into realistic facial images using advanced image translation techniques.

Features

🎨 Text-to-Sketch Generation

• Utilizes Multi-Head Self-Attention for text encoding.
• Employs a Conditional Variational Autoencoder (CVAE) conditioned on extracted attributes for generating sketches.
• Enhances sketches using a Conditional Generative Adversarial Network (CGAN) to produce high-fidelity facial details.

🖼️ Sketch-to-Face Translation

• Explores CycleGAN, Pix2Pix, and supervised models for sketch-to-face transformation.
• Achieves the best results with CycleGAN, generating highly realistic facial images from sketches.

🖼️ Sample Outputs

🔹 Text-to-Sketch Generation

🔹 Sketch-to-Face Translation