Deepfake refers to realistic, but fake images, sounds, and videos generated by articial intelligence methods. Recent advances in deepfake generation make deepfake more realistic and easier to make. Deepfake has been a signicant threat to national security, democracy, society, and our privacy, which...
Rossler等人[7]已经证明,用于生成DeepFake的简单CNN也可以作为检测和分类DeepFakes的方法。Marra等人[10]还展示了一种几乎相同的方法,图像分类器可以用来生成和注意DeepFake,但这两种模型都无法将模型推广为DeepFake数据集。 Agarwal等人[8]的研究提出了一种将嘴形与假唱动作相匹配的方法。在这里,作者采用了一种法医方法...
Deepfake has been a signicant threat to national security, democracy, society, andour privacy, which calls for deepfake detection methods to combat potential threats. In the paper, we make a survey on state-ofthe-art deepfake generation methods, detection methods, and existing datasets. Current ...
This paper presents a survey of algorithms used to create deepfakes and, more importantly, methods proposed to detect deepfakes in the literature to date. We present extensive discussions on challenges, research trends and directions related to deepfake technologies. By reviewing the background of ...
Since then, these `deepfakes' have advanced significantly. In this paper, we explore the creation and detection of deepfakes and provide an in-depth view of how these architectures work. The purpose of this survey is to provide the reader with a deeper understanding of (1) how deepfakes ...
We research Deepfake Generation and Detection This work focuses on the aspect of facial manipulation in Deepfake, encompassing Face Swapping, Face Reenactment, Talking Face Generation, Face Attribute Editing and Forgery Detection. We believe this will be the most comprehensive survey to date on facial...
This survey is the first, to our knowledge, to offer an extensive examination specifically on deepfake reenactment as demonstrated in Table1. It addresses a significant gap in the current literature by providing in-depth insights into this developing area of study. ...
2. Survey 3. Paper With Code ⏳Focused Topics Theoretical Thinking Backbone Vision and Language GNN Image Classification Object Detection Object Tracking Instance Segmentation Semantic Segmentation Image Retrieval Video Understanding Monocular Depth Estimation GAN Deepfake Detection Pe...
换脸:即将一个人的脸换成另一个人的脸。该领域通常采用两种不同的方法:1)经典的计算机图形学技术,如 FaceSwap;2)新型深度学习技术 DeepFake,如近期的移动应用 ZAO; 人脸属性操纵:即修改人脸的某些属性,如发色、肤色、性别、年龄、是否戴眼镜等。该操纵过程通常使用 GAN 完成,如 StarGAN。该类型的典型示例是流行...
DeepFake example in 6.S191 [133] Full size image 6.4Virtual Makeup Virtual makeup is excessively used in online platforms for meetings and video chats where a presentable appearance is indispensable. It includes digital image changes such as applying suitable colour lipstick, face masks, etc. It...