3D Image Generation Model Using GAN

• Author(s): Vaibhav Sanjay Bagekari ; Ashlesha Rajendra Yadav ; Puja Anil Kare ; Prajakta Sambhaji Bhorde ; Prof. I. T. Mukharjee
• Paper ID: 1708988
• Page: 112-117
• Published Date: 05-06-2025
• Published In: Iconic Research And Engineering Journals
• Publisher: IRE Journals
• e-ISSN: 2456-8880
• Volume/Issue: Volume 8 Issue 12 June-2025

Abstract

The need for high-quality 3D models created from 2D inputs has increased quickly in today's technologically advanced world, spanning industries including gaming, virtual reality (VR), architecture, and medical imaging. Conventional 3D modelling methods are frequently time-consuming, labour-intensive, and require specific knowledge. This study suggests an AI-powered system that uses Generative Adversarial Networks (GANs) to automatically create lifelike 3D models from natural language descriptions and 2D photos. The system incorporates a generator-discriminator network using a conditional GAN architecture to generate precise and semantically coherent 3D outputs. By significantly increasing modelling speed, realism, and scalability, this method provides a potent substitute for traditional manual techniques. The suggested approach facilitates democratized 3D content creation, improves creative workflows, and lowers production costs. GANs have the potential to be a game-changing tool in the development of 3D model generation, with potential uses in digital art, autonomous robotics, medical simulation, virtual environment design, and architectural visualization.

Keywords

3D Model Generation, Generative Adversarial Networks (GANs), 2D to 3D Conversion, Conditional GAN, Deep Learning, Text-to-3D Synthesis, Computer Vision, Virtual Reality, Medical Imaging, Architecture Visualization.

Citations

IRE Journals:
Vaibhav Sanjay Bagekari , Ashlesha Rajendra Yadav , Puja Anil Kare , Prajakta Sambhaji Bhorde , Prof. I. T. Mukharjee "3D Image Generation Model Using GAN" Iconic Research And Engineering Journals Volume 8 Issue 12 2025 Page 112-117

IEEE:
Vaibhav Sanjay Bagekari , Ashlesha Rajendra Yadav , Puja Anil Kare , Prajakta Sambhaji Bhorde , Prof. I. T. Mukharjee "3D Image Generation Model Using GAN" Iconic Research And Engineering Journals, 8(12)