Scribble AI is an interactive drawing recognition application designed to identify hand-drawn sketches in real-time using deep learning. Leveraging the QuickDraw dataset, it trains a neural network to classify doodles into predefined categories, such as airplanes, cats, and trees. The project integrates user-friendly features like a Streamlit-based interface, where users can draw directly on a canvas and receive predictions with confidence scores. Its primary aim is to provide a seamless experience for exploring AI-powered sketch recognition, showcasing the practical applications of machine learning.
Scribble AI achieved over 90% validation accuracy on selected QuickDraw categories, demonstrating the effectiveness of neural networks in sketch recognition. The Streamlit interface proved user-friendly, offering clear, confidence-based predictions. Challenges included handling diverse drawing styles and optimizing training with larger datasets. Key insights highlight the importance of preprocessing, intuitive design, and expanding the model for more complex tasks. More information at https://www.msuaiclub.com/
