Article Dans Une Revue International Journal of Interactive Multimedia and Artificial Intelligence Année : 2024

Advances in AI-Generated Images and Videos

Résumé

In recent years generative AI models and tools have experienced a significant increase, especially techniques to generate synthetic multimedia content, such as images or videos. These methodologies present a wide range of possibilities; however, they can also present several risks that should be taken into account. In this survey we describe in detail different techniques for generating synthetic multimedia content, and we also analyse the most recent techniques for their detection. In order to achieve these objectives, a key aspect is the availability of datasets, so we have also described the main datasets available in the state of the art. Finally, from our analysis we have extracted the main trends for the future, such as transparency and interpretability, the generation of multimodal multimedia content, the robustness of models and the increased use of diffusion models. We find a roadmap of deep challenges, including temporal consistency, computation requirements, generalizability, ethical aspects, and constant adaptation.

Fichier principal
Vignette du fichier
ijimai_9_1_16.pdf (820.99 Ko) Télécharger le fichier
Origine Fichiers produits par l'(les) auteur(s)
Licence
Commentaire Revue en OpenAccess sans utilisation de licence, qui encourage explicitement le dépôt en archive ouverte dans sa politique OA : https://www.ijimai.org/journal/policies#3

Dates et versions

hal-04856744 , version 1 (23-05-2025)

Licence

Identifiants

Citer

Hessen Bougueffa Eutamene, Mamadou Keita, Wassim Hamidouche, Abdelmalik Taleb-Ahmed, Helena Liz-López, et al.. Advances in AI-Generated Images and Videos. International Journal of Interactive Multimedia and Artificial Intelligence, 2024, 9 (1), pp.173-208, 1-36. ⟨10.9781/ijimai.2024.11.003⟩. ⟨hal-04856744⟩
947 Consultations
994 Téléchargements

Altmetric

Partager

  • More