It is our great pleasure to welcome you to the 1st Workshop on Synthetic Multimedia - Audiovisual Deepfake Generation and Detection (ADGD 2021). The purpose of the workshop is to provide a platform for researchers and engineers to share their ideas and approaches on fake media generation and detection.
Proceeding Downloads
Fighting AI-synthesized Fake Media
Recent years have witnessed an unexpected and astonishing rise of AI-synthesized fake media (GAN synthesized faces, face-swap videos, and style transferred audios, commonly known as the DeepFakes), thanks to the rapid advancement of technology and the ...
Representations for Content Creation, Manipulation and Animation
What I cannot create, I do not understand" said the famous writing on Dr. Feynman's blackboard. The ability to create or to change objects requires us to understand their structure and factors of variation. For example, to draw a face an artist is ...
"Deepfake" Portrait Image Generation
With the prevailing of deep learning technology, especially generative adversarial networks (GAN), generating photo-realistic facial images has made huge progress. Image generation techniques have many good applications such as data augmentation, ...
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors
Significant advancements made in the generation of deepfakes have caused security and privacy issues. Attackers can easily impersonate a person's identity in an image by replacing his face with the target person's face. Moreover, a new domain of cloning ...
DmyT: Dummy Triplet Loss for Deepfake Detection
Recent progress in deep learning-based image generation has madeit easier to create convincing fake videos called deepfakes. Whilethe benefits of such technology are undeniable, it can also be usedas realistic fake news support for mass disinformation. ...
Invertable Frowns: Video-to-Video Facial Emotion Translation
We present Wav2Lip-Emotion, a video-to-video translation architecture that modifies facial expressions of emotion in videos of speakers. Previous work modifies emotion in images, uses a single image to produce a video with animated emotion, or puppets ...
- Proceedings of the 1st Workshop on Synthetic Multimedia - Audiovisual Deepfake Generation and Detection