Detecting multimedia generated by large ai models: A survey

L Lin, N Gupta, Y Zhang, H Ren, CH Liu, F Ding… - arxiv preprint arxiv …, 2024 - arxiv.org
The rapid advancement of Large AI Models (LAIMs), particularly diffusion models and large
language models, has marked a new era where AI-generated multimedia is increasingly …

[HTML][HTML] Deepfake detection: Enhancing performance with spatiotemporal texture and deep learning feature fusion

A Almestekawy, HH Zayed, A Taha - Egyptian Informatics Journal, 2024 - Elsevier
Deepfakes bring critical ethical issues about consent, authenticity, and the manipulation of
digital content. Identifying Deepfake videos is one step towards fighting their malicious uses …

COMPOSE: Comprehensive Portrait Shadow Editing

A Hou, Z Shu, X Zhang, H Zhang… - … on Computer Vision, 2024 - Springer
Existing portrait relighting methods struggle with precise control over facial shadows,
particularly when faced with challenges such as handling hard shadows from directional …

Lost in Translation: Lip-Sync Deepfake Detection from Audio-Video Mismatch

M Bohacek, H Farid - … of the IEEE/CVF Conference on …, 2024 - openaccess.thecvf.com
Highly realistic voice cloning combined with AI-powered video manipulation allows for the
creation of compelling lip-sync deepfakes where anyone can be made to say things they …

Generalizable Spatiotemporal Deepfake Detection with Late-Fusion

HR Alfalasi, IA Hashem, O Abul - 2024 7th International …, 2024 - ieeexplore.ieee.org
Recently, deepfakes have been spreading at an alarming rate, raising concerns about trust
and privacy in social media, where misinformation is easily spread. Deepfakes can be used …

Adaptive Meta-Learning for Robust Deepfake Detection: A Multi-Agent Framework to Data Drift and Model Generalization

BN Subudhi - arxiv preprint arxiv:2411.08148, 2024 - arxiv.org
Pioneering advancements in artificial intelligence, especially in genAI, have enabled
significant possibilities for content creation, but also led to widespread misinformation and …

XAI–Empowered Ensemble Deep Learning for Deepfake Detection

AA Kumar, SJD Priyangha, P Meghana… - 2024 15th …, 2024 - ieeexplore.ieee.org
Recent technologies have evolved rapidly, allowing the creation of fake videos/images that
are realistic. These artificial media pieces have provoked grave worries about the …

Дослідження роботи згорткових нейронних мереж при створенні DeepFake

ДМ Мєшков - 2025 - openarchive.nure.ua
Анотація Обʼєктом дослідження є робота згорткових нейронних мереж при створенні
DeepFake. Метою дослідження є аналіз ефективності застосування згорткових …