A comparative analysis of text-to-image generative AI models in scientific contexts: a case study on nuclear power

Joynt, Veda; Cooper, Jacob; Bhargava, Naman; Vu, Katie; Kwon, O. Hwang; Allen, Todd R.; Verma, Aditi; Radaideh, Majdi I.

doi:10.1038/s41598-024-79705-4

Title: A comparative analysis of text-to-image generative AI models in scientific contexts: a case study on nuclear power

Journal Article · 05 December 2024 · Scientific Reports

DOI: https://doi.org/10.1038/s41598-024-79705-4 · OSTI ID:2479960

Joynt, Veda; Cooper, Jacob; Bhargava, Naman; Vu, Katie; Kwon, O. Hwang; Allen, Todd R.; Verma, Aditi; Radaideh, Majdi I.

Not Available

View Journal Article

Cite

Export

Save

Sponsoring Organization:: USDOE

Grant/Contract Number:: NE0009497

OSTI ID:: 2479960

Journal Information:: Scientific Reports, Journal Name: Scientific Reports Journal Issue: 1 Vol. 14; ISSN 2045-2322

Publisher:: Nature Publishing GroupCopyright Statement

Country of Publication:: United Kingdom

Language:: English

References (27)

Public engagement with climate imagery in a changing digital landscape Wang, Susie; Corner, Adam; Chapman, Daniel WIREs Climate Change, Vol. 9, Issue 2 https://doi.org/10.1002/wcc.509	journal	January 2018
Deepfakes generation and detection: state-of-the-art, open challenges, countermeasures, and way forward Masood, Momina; Nawaz, Mariam; Malik, Khalid Mahmood Applied Intelligence, Vol. 53, Issue 4 https://doi.org/10.1007/s10489-022-03766-z	journal	June 2022
Image Generation: A Review Elasri, Mohamed; Elharrouss, Omar; Al-Maadeed, Somaya Neural Processing Letters, Vol. 54, Issue 5 https://doi.org/10.1007/s11063-022-10777-x	journal	March 2022
Lessons learned from AI ethics principles for future actions Hickok, Merve AI and Ethics, Vol. 1, Issue 1 https://doi.org/10.1007/s43681-020-00008-1	journal	October 2020
Defining organizational AI governance Mäntymäki, Matti; Minkkinen, Matti; Birkstedt, Teemu AI and Ethics, Vol. 2, Issue 4 https://doi.org/10.1007/s43681-022-00143-x	journal	February 2022
Creating Artificial Images for Radiology Applications Using Generative Adversarial Networks (GANs) – A Systematic Review Sorin, Vera; Barash, Yiftach; Konen, Eli Academic Radiology, Vol. 27, Issue 8 https://doi.org/10.1016/j.acra.2019.12.024	journal	August 2020
Future at play: Applying Reflexive Public Reason in the case of Taiwanese energy transition Rudek, Tadeusz Józef; Huang, Hui-Tzu Energy Research & Social Science, Vol. 106 https://doi.org/10.1016/j.erss.2023.103325	journal	December 2023
Flexible experimentation as a remedy for uncertainties - Reflexive Public Reason behind the energy transition in the People's Republic of China Rudek, Tadeusz Józef; Huang, Hui-Tzu Energy Research & Social Science, Vol. 107 https://doi.org/10.1016/j.erss.2023.103364	journal	January 2024
DE-GAN: Domain Embedded GAN for High Quality Face Image Inpainting Zhang, Xian; Wang, Xin; Shi, Canghong Pattern Recognition, Vol. 124 https://doi.org/10.1016/j.patcog.2021.108415	journal	April 2022
Artificial Intelligence Governance For Businesses Schneider, Johannes; Abraham, Rene; Meske, Christian Information Systems Management, Vol. 40, Issue 3 https://doi.org/10.1080/10580530.2022.2085825	journal	June 2022
Governance of artificial intelligence Taeihagh, Araz Policy and Society, Vol. 40, Issue 2 https://doi.org/10.1080/14494035.2021.1928377	journal	April 2021
Using artificial intelligence in craft education: crafting with text-to-image generative models Vartiainen, Henriikka; Tedre, Matti Digital Creativity, Vol. 34, Issue 1 https://doi.org/10.1080/14626268.2023.2174557	journal	January 2023
Smiling women pitching down: auditing representational and presentational gender biases in image-generative AI Sun, Luhang; Wei, Mian; Sun, Yibing Journal of Computer-Mediated Communication, Vol. 29, Issue 1 https://doi.org/10.1093/jcmc/zmad045	journal	November 2023
Capturing the invisible. Sociotechnical imaginaries of energy. The critical overview Rudek, Tadeusz Józef Science and Public Policy, Vol. 49, Issue 2 https://doi.org/10.1093/scipol/scab076	journal	November 2021
Navajo Birth Outcomes in the Shiprock Uranium Mining Area Shields, L. M.; Wiese, W. H.; Skipper, B. J. Health Physics, Vol. 63, Issue 5 https://doi.org/10.1097/00004032-199211000-00005	journal	January 1992
Developing students’ energy literacy in higher education Cotton, Debby R. E.; Miller, Wendy; Winter, Jennie International Journal of Sustainability in Higher Education, Vol. 16, Issue 4 https://doi.org/10.1108/IJSHE-12-2013-0166	journal	July 2015
Image Outpainting: Hallucinating Beyond the Image Xiao, Qingguo; Li, Guangyao; Chen, Qiaochuan IEEE Access, Vol. 8 https://doi.org/10.1109/ACCESS.2020.3024861	journal	January 2020
Ensembling Off-the-shelf Models for GAN Training Kumari, Nupur; Zhang, Richard; Shechtman, Eli 2022 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR52688.2022.01039	conference	June 2022
InstructPix2Pix: Learning to Follow Image Editing Instructions Brooks, Tim; Holynski, Aleksander; Efros, Alexei A. 2023 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR52729.2023.01764	conference	June 2023
Filling large holes in LiDAR data by inpainting depth gradients Doria, David; Radke, Richard J. 2012 IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops https://doi.org/10.1109/CVPRW.2012.6238916	conference	June 2012
DALLE-URBAN: Capturing the urban design expertise of large text to image transformers Seneviratne, Sachith; Senanayake, Damith; Rasnayaka, Sanka 2022 International Conference on Digital Image Computing: Techniques and Applications (DICTA) https://doi.org/10.1109/DICTA56598.2022.10034603	conference	November 2022
The Creation of Digital image in Thai Cultural using AI generated Kongdee, Nop; Israel, Maeva 2023 Joint International Conference on Digital Arts, Media and Technology with ECTI Northern Section Conference on Electrical, Electronics, Computer and Telecommunications Engineering (ECTI DAMT & NCON) https://doi.org/10.1109/ECTIDAMTNCON57770.2023.10139768	conference	March 2023
Toward Intelligent Design: An AI-Based Fashion Designer Using Generative Adversarial Networks Aided by Sketch and Rendering Generators Yan, Han; Zhang, Haijun; Liu, Linlin IEEE Transactions on Multimedia, Vol. 25 https://doi.org/10.1109/TMM.2022.3146010	journal	January 2023
AI’s Regimes of Representation: A Community-centered Study of Text-to-Image Models in South Asia Qadri, Rida; Shelby, Renee; Bennett, Cynthia L. 2023 ACM Conference on Fairness, Accountability, and Transparency https://doi.org/10.1145/3593013.3594016	conference	June 2023
Artificial Design Fiction: Using AI as a Material for Pastiche Scenarios Blythe, Mark 26th International Academic Mindtrek Conference https://doi.org/10.1145/3616961.3616987	conference	October 2023
Development of risk maps to minimize uranium exposures in the Navajo Churchrock mining district deLemos, Jamie L.; Brugge, Doug; Cajero, Miranda Environmental Health, Vol. 8, Issue 1 https://doi.org/10.1186/1476-069X-8-29	journal	July 2009
Once Upon a Mine: The Legacy of Uranium on the Navajo Nation Arnold, Carrie Environmental Health Perspectives, Vol. 122, Issue 2 https://doi.org/10.1289/ehp.122-A44	journal	February 2014

Similar Records

AI-based detection and identification of low-level nuclear waste: a comparative analysis

Journal Article · 2024 · Neural Computing and Applications · OSTI ID:2437766

Duani Rojas, Aris; Lagos, Leonel; Upadhyay, Himanshu; +2 more

Classifying Free Texts Into Predefined Sections Using AI in Regulatory Documents: A Case Study with Drug Labeling Documents

Journal Article · 2023 · Chemical Research in Toxicology · OSTI ID:1992164

Gray, Magnus; Xu, Joshua; Tong, Weida; +1 more

Automated context modeling through text analysis.

Conference · 2005 · OSTI ID:969090

Bauer, Travis L

Title: A comparative analysis of text-to-image generative AI models in scientific contexts: a case study on nuclear power

Citation Formats

References (27)

Similar Records

Related Subjects