A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images

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Bibliographic Details
Main Authors:	Sordo, Zineb, Chagnon, Eric, Ushizima, Daniela
Format:	Preprint
Published:	2025
Subjects:	Computer Vision and Pattern Recognition
Online Access:	Acceder al recurso
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author	Sordo, Zineb Chagnon, Eric Ushizima, Daniela
author_facet	Sordo, Zineb Chagnon, Eric Ushizima, Daniela
contents	This review surveys the state-of-the-art in text-to-image and image-to-image generation within the scope of generative AI. We provide a comparative analysis of three prominent architectures: Variational Autoencoders, Generative Adversarial Networks and Diffusion Models. For each, we elucidate core concepts, architectural innovations, and practical strengths and limitations, particularly for scientific image understanding. Finally, we discuss critical open challenges and potential future research directions in this rapidly evolving field.
format	Preprint
id	arxiv_https___arxiv_org_abs_2502_21151
institution	arXiv
publishDate	2025
record_format	arxiv
spellingShingle	A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images Sordo, Zineb Chagnon, Eric Ushizima, Daniela Computer Vision and Pattern Recognition This review surveys the state-of-the-art in text-to-image and image-to-image generation within the scope of generative AI. We provide a comparative analysis of three prominent architectures: Variational Autoencoders, Generative Adversarial Networks and Diffusion Models. For each, we elucidate core concepts, architectural innovations, and practical strengths and limitations, particularly for scientific image understanding. Finally, we discuss critical open challenges and potential future research directions in this rapidly evolving field.
title	A Review on Generative AI For Text-To-Image and Image-To-Image Generation and Implications To Scientific Images
topic	Computer Vision and Pattern Recognition
url	https://arxiv.org/abs/2502.21151

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