English

DeepFake Detection: Current Challenges and Next Steps

Computer Vision and Pattern Recognition 2020-03-23 v1
Authors: Siwei Lyu
View on arXiv ↗ PDF ↗

Abstract

High quality fake videos and audios generated by AI-algorithms (the deep fakes) have started to challenge the status of videos and audios as definitive evidence of events. In this paper, we highlight a few of these challenges and discuss the research opportunities in this direction.

Keywords

deepfake detection

Cite

@article{arxiv.2003.09234,
  title  = {DeepFake Detection: Current Challenges and Next Steps},
  author = {Siwei Lyu},
  journal= {arXiv preprint arXiv:2003.09234},
  year   = {2020}
}

Comments

arXiv admin note: text overlap with arXiv:1909.12962

Related papers

View all related →
Computer Vision and Pattern Recognition · Computer Science
Comparative Analysis of Deep-Fake Algorithms
Nikhil Sontakke, Sejal Utekar, Shivansh Rastogi, Shriraj Sonawane
2023-09-08
Computer Vision and Pattern Recognition · Computer Science
Deep Learning for Deepfakes Creation and Detection: A Survey
Thanh Thi Nguyen, Quoc Viet Hung Nguyen, Dung Tien Nguyen, Duc Thanh Nguyen +5
2022-08-12
Computer Vision and Pattern Recognition · Computer Science
DeepFakes: Detecting Forged and Synthetic Media Content Using Machine Learning
Sm Zobaed, Md Fazle Rabby, Md Istiaq Hossain, Ekram Hossain +3
2021-09-08
Computer Vision and Pattern Recognition · Computer Science
Deepfake Detection and the Impact of Limited Computing Capabilities
Paloma Cantero-Arjona, Alfonso Sánchez-Macián
2024-02-26
Cryptography and Security · Computer Science
Why Do Facial Deepfake Detectors Fail?
Binh Le, Shahroz Tariq, Alsharif Abuadbba, Kristen Moore +1
2023-09-12
Machine Learning · Computer Science
Deep Insights of Deepfake Technology : A Review
Bahar Uddin Mahmud, Afsana Sharmin
2023-02-15
Computer Vision and Pattern Recognition · Computer Science
Understanding Audiovisual Deepfake Detection: Techniques, Challenges, Human Factors and Perceptual Insights
Ammarah Hashmi, Sahibzada Adil Shahzad, Chia-Wen Lin, Yu Tsao +1
2024-11-13
Computer Vision and Pattern Recognition · Computer Science
A Survey of Deep Fake Detection for Trial Courts
Naciye Celebi, Qingzhong Liu, Muhammed Karatoprak
2022-06-01
Cryptography and Security · Computer Science
Deepfake Videos in the Wild: Analysis and Detection
Jiameng Pu, Neal Mangaokar, Lauren Kelly, Parantapa Bhattacharya +4
2021-03-12
Artificial Intelligence · Computer Science
Discussion Paper: The Threat of Real Time Deepfakes
Guy Frankovits, Yisroel Mirsky
2023-06-06
Computer Vision and Pattern Recognition · Computer Science
A Review of Deep Learning-based Approaches for Deepfake Content Detection
Leandro A. Passos, Danilo Jodas, Kelton A. P. da Costa, Luis A. Souza Júnior +4
2024-02-19
Cryptography and Security · Computer Science
Deepfake CAPTCHA: A Method for Preventing Fake Calls
Lior Yasur, Guy Frankovits, Fred M. Grabovski, Yisroel Mirsky
2023-01-10
Computer Vision and Pattern Recognition · Computer Science
Deepfake: Definitions, Performance Metrics and Standards, Datasets and Benchmarks, and a Meta-Review
Enes Altuncu, Virginia N. L. Franqueira, Shujun Li
2024-09-05
Sound · Computer Science
A Survey on Speech Deepfake Detection
Menglu Li, Yasaman Ahmadiadli, Xiao-Ping Zhang
2025-07-16
Computer Vision and Pattern Recognition · Computer Science
The Creation and Detection of Deepfakes: A Survey
Yisroel Mirsky, Wenke Lee
2020-09-23
Machine Learning · Computer Science
Leveraging Deep Learning Approaches for Deepfake Detection: A Review
Aniruddha Tiwari, Rushit Dave, Mounika Vanamala
2023-04-05
Sound · Computer Science
How Deep Are the Fakes? Focusing on Audio Deepfake: A Survey
Zahra Khanjani, Gabrielle Watson, Vandana P. Janeja
2021-11-30
Artificial Intelligence · Computer Science
Recent Advancements In The Field Of Deepfake Detection
Natalie Krueger, Mounika Vanamala, Rushit Dave
2024-09-01
Computer Vision and Pattern Recognition · Computer Science
A Multimodal Framework for Deepfake Detection
Kashish Gandhi, Prutha Kulkarni, Taran Shah, Piyush Chaudhari +2
2024-10-21
Machine Learning · Computer Science
Toward Robust Real-World Audio Deepfake Detection: Closing the Explainability Gap
Georgia Channing, Juil Sock, Ronald Clark, Philip Torr +1
2024-10-11
Computer Vision and Pattern Recognition · Computer Science
Adversarial Deepfakes: Evaluating Vulnerability of Deepfake Detectors to Adversarial Examples
Shehzeen Hussain, Paarth Neekhara, Malhar Jere, Farinaz Koushanfar +1
2020-11-10
Computer Vision and Pattern Recognition · Computer Science
Using Deep Learning to Detecting Deepfakes
Jacob Mallet, Rushit Dave, Naeem Seliya, Mounika Vanamala
2022-07-28
Computer Vision and Pattern Recognition · Computer Science
Media Forensics and DeepFakes: an overview
Luisa Verdoliva
2023-07-19
Computer Vision and Pattern Recognition · Computer Science
Robust Deepfake On Unrestricted Media: Generation And Detection
Trung-Nghia Le, Huy H Nguyen, Junichi Yamagishi, Isao Echizen
2022-02-15
Human-Computer Interaction · Computer Science
Human Perception of Audio Deepfakes
Nicolas M. Müller, Karla Pizzi, Jennifer Williams
2024-08-28
R2 v1 2026-06-23T14:21:20.741Z