Generative AI for Visualization : Opportunities and Challenges

Recent developments in artificial intelligence (AI) and machine learning (ML) have led to the creation of powerful generative AI methods and tools capable of producing text, code, images, and other media in response to user prompts. Significant interest in the technology has led to speculation about...

Ausführliche Beschreibung

Bibliographische Detailangaben
Veröffentlicht in:IEEE computer graphics and applications. - 1991. - 44(2024), 2 vom: 02. März, Seite 55-64
1. Verfasser: Basole, Rahul C (VerfasserIn)
Weitere Verfasser: Major, Timothy, Ferrise, Francesco
Format: Online-Aufsatz
Sprache:English
Veröffentlicht: 2024
Zugriff auf das übergeordnete Werk:IEEE computer graphics and applications
Schlagworte:Journal Article
LEADER 01000caa a22002652c 4500
001 NLM370164458
003 DE-627
005 20250305235504.0
007 cr uuu---uuuuu
008 240327s2024 xx |||||o 00| ||eng c
024 7 |a 10.1109/MCG.2024.3362168  |2 doi 
028 5 2 |a pubmed25n1233.xml 
035 |a (DE-627)NLM370164458 
035 |a (NLM)38526875 
040 |a DE-627  |b ger  |c DE-627  |e rakwb 
041 |a eng 
100 1 |a Basole, Rahul C  |e verfasserin  |4 aut 
245 1 0 |a Generative AI for Visualization  |b Opportunities and Challenges 
264 1 |c 2024 
336 |a Text  |b txt  |2 rdacontent 
337 |a ƒaComputermedien  |b c  |2 rdamedia 
338 |a ƒa Online-Ressource  |b cr  |2 rdacarrier 
500 |a Date Revised 25.03.2024 
500 |a published: Print 
500 |a Citation Status PubMed-not-MEDLINE 
520 |a Recent developments in artificial intelligence (AI) and machine learning (ML) have led to the creation of powerful generative AI methods and tools capable of producing text, code, images, and other media in response to user prompts. Significant interest in the technology has led to speculation about what fields, including visualization, can be augmented or replaced by such approaches. However, there remains a lack of understanding about which visualization activities may be particularly suitable for the application of generative AI. Drawing on examples from the field, we map current and emerging capabilities of generative AI across the different phases of the visualization lifecycle and describe salient opportunities and challenges 
650 4 |a Journal Article 
700 1 |a Major, Timothy  |e verfasserin  |4 aut 
700 1 |a Basole, Rahul C  |e verfasserin  |4 aut 
700 1 |a Ferrise, Francesco  |e verfasserin  |4 aut 
773 0 8 |i Enthalten in  |t IEEE computer graphics and applications  |d 1991  |g 44(2024), 2 vom: 02. März, Seite 55-64  |w (DE-627)NLM098172794  |x 1558-1756  |7 nnas 
773 1 8 |g volume:44  |g year:2024  |g number:2  |g day:02  |g month:03  |g pages:55-64 
856 4 0 |u http://dx.doi.org/10.1109/MCG.2024.3362168  |3 Volltext 
912 |a GBV_USEFLAG_A 
912 |a SYSFLAG_A 
912 |a GBV_NLM 
912 |a GBV_ILN_350 
951 |a AR 
952 |d 44  |j 2024  |e 2  |b 02  |c 03  |h 55-64