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  • Writer's pictureDonnovan Andrews

DeepFaceDrawing: Creating Faces with a Sketch [PDF]

Updated: Sep 13, 2023

Download PDF • 9.39MB

Have you ever wished you could effortlessly create realistic face images from a simple sketch? Let me answer that, Yes! I'm a decent sketch artist - let me put that in quotations "artist" -- I could never get eyes right. Well, thanks to the incredible advancements in artificial intelligence, that dream is now a reality! Researchers have developed a system called DeepFaceDrawing that allows even non-artists to generate high-quality face images from rough or incomplete sketches. It's like having a magic wand that turns your doodles into stunning portraits!

DeepFaceDrawing utilizes the power of deep learning, a branch of artificial intelligence (I'll do an article on the branches soon) that mimics the human brain's neural networks. The system learns to understand the shape space of plausible face images and synthesizes a face image that closely matches the input sketch. It's like having an AI artist that can interpret your sketches and bring them to life!

From Rough to Refined:

One of the key features of DeepFaceDrawing is its ability to work with rough or incomplete sketches. Unlike other existing solutions that require professional sketches or edge maps as input, DeepFaceDrawing can generate high-quality face images even from the simplest of sketches. It's like having a personal art assistant that understands your intentions and fills in the missing details.

DeepFaceDrawing not only makes it easy for non-artists to create face images, but it also offers fine-grained control over shape details. You can tweak and refine the features of the face, allowing you to create unique and personalized portraits. It's like having a virtual sculptor that lets you mold the face to your liking!

The Early Challenges of AI Development and Race:

While DeepFaceDrawing is an impressive tool, its development highlights some of the early challenges in AI development. The system's training dataset does not specifically address different races or hair textures, which means it may not accurately represent diverse facial features without additional training data. This reminds us that AI technologies are still evolving and require ongoing improvements to ensure fairness and inclusivity.

In a nutshell

DeepFaceDrawing is a groundbreaking system that brings the power of AI to the world of art and creativity. It allows anyone, regardless of their artistic skills, to create stunning face images from simple sketches. While it showcases the incredible potential of AI, it also reminds us of the importance of addressing diversity and inclusivity in AI development. So grab your sketchbook and let your imagination run wild with DeepFaceDrawing!


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