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Best Prompts for Text-to-Image Models and How to Find Them

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Titre

Best Prompts for Text-to-Image Models and How to Find Them

Date de soumission

20 février 2023 à 12:04:40 +00:00

Créateur

Nikita Pavlichenko

Fedor Zhdanov

Dmitry Ustalov

Est référencé par

YY7585F3

Résumé

Recent progress in generative models, especially in text-guided diffusion models, has enabled the production of aesthetically-pleasing imagery resembling the works of professional human artists. However, one has to carefully compose the textual description, called the prompt, and augment it with a set of clarifying keywords. Since aesthetics are challenging to evaluate computationally, human feedback is needed to determine the optimal prompt formulation and keyword combination. In this paper, we present a human-in-the-loop approach to learning the most useful combination of prompt keywords using a genetic algorithm. We also show how such an approach can improve the aesthetic appeal of images depicting the same descriptions.

Date

2 décembre 2022

uri

http://arxiv.org/abs/2209.11711

Source

arXiv.org

is compiled by

Lucky Semiosis

is in semantic relation with

computer science

Human-Computer Interaction

H.5.2

computer science

Computation and Language

computer science

Computer Vision and Pattern Recognition

H.3.3

Complexité

575

Date de modification

8 septembre 2023 à 06:54:15 +00:00

Détails de la complexité

Physique,1,,,,,53,53

Physique,2,,,,,43,86

Actant,2,,,,,4,8

Concept,1,,,,,52,52

Concept,2,,,,,47,94

Rapport,1,1,Physique,Concept,properties,52,52

Rapport,1,1,Physique,Physique,values,52,52

Rapport,1,1,Physique,Actant,dcterms:creator,3,3

Rapport,2,2,Actant,Concept,properties,19,38

Rapport,2,2,Actant,Physique,values,19,38

Rapport,1,1,Physique,Actant,cito:isCompiledBy,1,1

Rapport,1,1,Physique,Concept,skos:semanticRelation,6,6

Rapport,2,2,Concept,Concept,properties,18,36

Rapport,2,2,Concept,Physique,values,18,36

Rapport,1,1,Physique,Physique,media,2,2

Rapport,2,2,Physique,Concept,properties,4,8

Rapport,2,2,Physique,Physique,values,4,8

Rapport,1,1,Physique,Physique,uri,2,2

Totaux de la complexité

Physique,2,1,2,96,139

Actant,1,2,2,4,8

Concept,2,1,2,99,146

Rapport,13,1,2,200,282

Existence,18,1,2,399,575

612

Date de modification

8 janvier 2024 à 10:57:46 +00:00

Détails de la complexité

dimension,niv (sujet),niv objet,sujet,objet,prédicat,nb,c

Physique,1,,,,,20,20

Physique,2,,,,,75,150

Actant,1,,,,,1,1

Actant,2,,,,,4,8

Concept,1,,,,,10,10

Concept,2,,,,,65,130

Rapport,1,1,Actant,Concept,properties,10,10

Rapport,1,1,Actant,Physique,values,19,19

Rapport,1,1,Actant,Physique,owner,1,1

Rapport,2,1,Actant,Physique,dcterms:isPartOf,1,2

Rapport,2,2,Actant,Concept,properties,59,118

Rapport,2,2,Actant,Physique,values,59,118

Rapport,2,1,Actant,Physique,oa:hasSource,6,12

Rapport,1,1,Actant,Actant,dcterms:creator,3,3

Rapport,1,1,Actant,Actant,cito:isCompiledBy,1,1

Rapport,1,1,Actant,Concept,skos:semanticRelation,6,6

Rapport,1,1,Actant,Physique,media,2,2

Rapport,1,1,Actant,Physique,uri,1,1

Totaux de la complexité

Physique,2,1,2,95,170

Actant,2,1,2,5,9

Concept,2,1,2,75,140

Rapport,12,1,2,168,293

Existence,18,1,2,343,612,

Collections

Zotero

Médias

arXiv.org Snapshot

arXiv Fulltext PDF