DesAiN – 3D Customizer Application is an innovative platform designed to transform the traditional approach to digital design by moving beyond static 2D tools. It offers an interactive, intelligent 3D customization environment accessible through a web interface. The system addresses the limitations of manual workflows and lack of personalization in existing design tools. Using technologies like Three.js, FastAPI, and Python, and integrating Generative Adversarial Networks (GANs), DesAiN allows users to: Generate AI-based textures (like leather, wood, and metal), Predict optimal placements for elements such as logos and text using Conditional GANs, Interact with a built-in design assistant chatbot (Desy) powered by LSTM and NLP for real-time suggestions. The platform also includes features like: Live 3D preview and editing, Text/logo overlays, QR code integration for interactivity, Project management capabilities to save, load, and export designs. The dataset for training includes manually labeled data such as object positions, rotations, and surface normals to improve AI accuracy. DesAiN envisions a full design ecosystem that empowers creators—from startups to marketers—to turn digital designs into real-world products. Its future roadmap includes collaborative tools, enterprise branding kits, plugin support, document generation, and complete product fulfillment workflows. In essence, DesAiN is not just a 3D customizer—it’s a leap toward democratizing intelligent 3D design for everyone.
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