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相关论文: KoDF: A Large-scale Korean DeepFake Detection Data…

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This paper reviews the state-of-the-art in deepfake generation and detection, focusing on modern deep learning technologies and tools based on the latest scientific advancements. The rise of deepfakes, leveraging techniques like Variational…

密码学与安全 · 计算机科学 2025-01-14 Arash Dehghani , Hossein Saberi

AI-created face-swap videos, commonly known as Deepfakes, have attracted wide attention as powerful impersonation attacks. Existing research on Deepfakes mostly focuses on binary detection to distinguish between real and fake videos.…

计算机视觉与模式识别 · 计算机科学 2022-03-01 Shan Jia , Xin Li , Siwei Lyu

Currently, deep learning has been utilised to tackle several difficulties in our everyday lives. It not only exhibits progress in computer vision but also constitutes the foundation for several revolutionary technologies. Nonetheless,…

计算机视觉与模式识别 · 计算机科学 2025-09-17 Li Kun , Milena Radenkovic

In recent years, deepfakes (DFs) have been utilized for malicious purposes, such as individual impersonation, misinformation spreading, and artists style imitation, raising questions about ethical and security concerns. In this survey, we…

计算机视觉与模式识别 · 计算机科学 2025-04-08 Hong-Hanh Nguyen-Le , Van-Tuan Tran , Dinh-Thuc Nguyen , Nhien-An Le-Khac

Deepfake videos, where a person's face is automatically swapped with a face of someone else, are becoming easier to generate with more realistic results. In response to the threat such manipulations can pose to our trust in video evidence,…

计算机视觉与模式识别 · 计算机科学 2020-09-08 Pavel Korshunov , Sébastien Marcel

Rapid advances in Artificial Intelligence Generated Content (AIGC) have enabled increasingly sophisticated face forgeries, posing a significant threat to social security. However, current Deepfake detection methods are limited by…

计算机视觉与模式识别 · 计算机科学 2025-09-09 Changtao Miao , Yi Zhang , Man Luo , Weiwei Feng , Kaiyuan Zheng , Qi Chu , Tao Gong , Jianshu Li , Yunfeng Diao , Wei Zhou , Joey Tianyi Zhou , Xiaoshuai Hao

Conspicuous progression in the field of machine learning and deep learning have led the jump of highly realistic fake media, these media oftentimes referred as deepfakes. Deepfakes are fabricated media which are generated by sophisticated…

机器学习 · 计算机科学 2023-04-05 Aniruddha Tiwari , Rushit Dave , Mounika Vanamala

: Deep learning methodologies have been used to create applications that can cause threats to privacy, democracy and national security and could be used to further amplify malicious activities. One of those deep learning-powered…

计算机视觉与模式识别 · 计算机科学 2022-01-31 M. Shamanth , Russel Mathias , Dr Vijayalakshmi MN

The DeepFakes, which are the facial manipulation techniques, is the emerging threat to digital society. Various DeepFake detection methods and datasets are proposed for detecting such data, especially for face-swapping. However, recent…

计算机视觉与模式识别 · 计算机科学 2021-08-19 Jiajun Huang , Xueyu Wang , Bo Du , Pei Du , Chang Xu

The face classification system is an important tool for recognizing personal identity properly. This paper introduces a new Large-Scale Korean Influencer Dataset named KoIn. Our presented dataset contains many real-world photos of Korean…

计算机视觉与模式识别 · 计算机科学 2023-10-17 Jinwoo Seo , Soora Choi , Eungyeom Ha , Beomjune Kim , Dongbin Na

The challenges associated with deepfake detection are increasing significantly with the latest advancements in technology and the growing popularity of deepfake videos and images. Despite the presence of numerous detection models,…

计算机视觉与模式识别 · 计算机科学 2025-08-12 Unisha Joshi

Deepfake technology poses a significant threat to security and social trust. Although existing detection methods have shown high performance in identifying forgeries within datasets that use the same deepfake techniques for both training…

计算机视觉与模式识别 · 计算机科学 2024-10-22 Shanmin Yang , Hui Guo , Shu Hu , Bin Zhu , Ying Fu , Siwei Lyu , Xi Wu , Xin Wang

Deepfakes have become a growing concern in recent years, prompting researchers to develop benchmark datasets and detection algorithms to tackle the issue. However, existing datasets suffer from significant drawbacks that hamper their…

计算机与社会 · 计算机科学 2023-09-07 Beomsang Cho , Binh M. Le , Jiwon Kim , Simon Woo , Shahroz Tariq , Alsharif Abuadbba , Kristen Moore

The recent realistic creation and dissemination of so-called deepfakes poses a serious threat to social life, civil rest, and law. Celebrity defaming, election manipulation, and deepfakes as evidence in court of law are few potential…

计算机视觉与模式识别 · 计算机科学 2025-01-22 Muhammad Umar Farooq , Ali Javed , Khalid Mahmood Malik , Muhammad Anas Raza

The accelerated growth in synthetic visual media generation and manipulation has now reached the point of raising significant concerns and posing enormous intimidations towards society. There is an imperative need for automatic detection…

计算机视觉与模式识别 · 计算机科学 2022-09-28 Ying Xu , Sule Yildirim Yayilgan

Deepfakes are computer manipulated videos where the face of an individual has been replaced with that of another. Software for creating such forgeries is easy to use and ever more popular, causing serious threats to personal reputation and…

计算机视觉与模式识别 · 计算机科学 2021-05-14 Samuele Pino , Mark James Carman , Paolo Bestagini

Detecting video deepfakes has become increasingly urgent in recent years. Given the audio-visual information in videos, existing methods typically expose deepfakes by modeling cross-modal correspondence using specifically designed…

多媒体 · 计算机科学 2026-04-13 Zihe Wei , Yuezun Li

The rapid advancement of deepfake technology poses a significant threat to digital media integrity. Deepfakes, synthetic media created using AI, can convincingly alter videos and audio to misrepresent reality. This creates risks of…

计算机视觉与模式识别 · 计算机科学 2024-10-21 Kashish Gandhi , Prutha Kulkarni , Taran Shah , Piyush Chaudhari , Meera Narvekar , Kranti Ghag

Deepfake represents a category of face-swapping attacks that leverage machine learning models such as autoencoders or generative adversarial networks. Although the concept of the face-swapping is not new, its recent technical advances make…

计算机视觉与模式识别 · 计算机科学 2020-06-16 Chaofei Yang , Lei Ding , Yiran Chen , Hai Li

Facial forgery by deepfakes has raised severe societal concerns. Several solutions have been proposed by the vision community to effectively combat the misinformation on the internet via automated deepfake detection systems. Recent studies…

计算机视觉与模式识别 · 计算机科学 2022-07-22 Aakash Varma Nadimpalli , Ajita Rattani