The International Conference on Learning Representatives(ICLR) is one of the largest AI conferences held annually--with 2023 as its eleventh edition. In a recent announcement, ICLR 2023 confirmed their date of submissions along with marking January 20, 2023 as the final date of decision. Diffusion models have caused recent developments in text-to-image synthesis trained on billions of image text pairs. This work proposes the elimination of the need to adopt large-scale datasets for de-noising the 3D synthesis and replacing it by employing a pre-trained 2D text-to-image diffusion model to perform text-to-3D synthesis. The paper further examined'Dream Fusion' as a method for converting text to a 3D model that uplifts text to image models, optimising neRFs and eliminating the need for datasets with 3D objects and labels.