Exploring the Creative Capacities of Generative AI: A Comparative Study
Gulbir Singh, Vivek Prakash Srivastava, Suneet Kumar, Vivek Bhatnagar, Shiv Ashish Dhondiyal · 2024
Generative AI, a subset of artificial intelligence, is developed to redefine human creativity. By learning from vast datasets, these models can generate novel content across various domains, including art, music, and literature. This research investigates the potential of GANs, VAEs, and transformer-based models in this context. A comparative analysis of these models will illuminate their strengths, weaknesses, and suitability for different creative applications. Understanding the capabilities and limitations of generative AI is essential for harnessing its potential to augment human creativity and drive innovation.