Landscape Painter: Mimicking Human Like Art Using Generative Adversarial Networks

Yash Gogoriya, Oswald C, Abhijith Balan


Abstract
Generating paintings using AI has been an intriguing area of research and has posed significant challenges in recent years. Landscape painting is a type of man-made ecological art form which contributes to preserving the ecological integrity of the environment we live in. Generative AI based Painting constitutes a form of visual expression encompassing various elements like drawings, arrangement, and conceptualization. Existing generative models do not replicate the painting process followed by a human painter. A human artist creates artwork in various stages such as: Sketching, Outlining and Colouring. Current generative models frequently restrict the range and diversity of styles by depending solely on carefully selected datasets such as WikiArt and VanGogh. The proposed work intends to utilize scraping techniques to collect a wide range of comprehensive and diverse landscape paintings. The primary objective of this research is to apply various generative AI models to generate artwork that replicate a human painting process and encompasses various artistic themes and styles instead of relying on a particular one. Performance of our work has shown that the landscape painting generation into distinct sketch and color phases have proven to be effective, fun and realistic.
Anthology ID:
2024.icon-1.71
Volume:
Proceedings of the 21st International Conference on Natural Language Processing (ICON)
Month:
December
Year:
2024
Address:
AU-KBC Research Centre, Chennai, India
Editors:
Sobha Lalitha Devi, Karunesh Arora
Venue:
ICON
SIG:
Publisher:
NLP Association of India (NLPAI)
Note:
Pages:
602–606
Language:
URL:
https://aclanthology.org/2024.icon-1.71/
DOI:
Bibkey:
Cite (ACL):
Yash Gogoriya, Oswald C, and Abhijith Balan. 2024. Landscape Painter: Mimicking Human Like Art Using Generative Adversarial Networks. In Proceedings of the 21st International Conference on Natural Language Processing (ICON), pages 602–606, AU-KBC Research Centre, Chennai, India. NLP Association of India (NLPAI).
Cite (Informal):
Landscape Painter: Mimicking Human Like Art Using Generative Adversarial Networks (Gogoriya et al., ICON 2024)
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PDF:
https://aclanthology.org/2024.icon-1.71.pdf