96 citations · 175 across the 6 of their papers we have counts for
6 papers
Domain-generalizable Face Anti-Spoofing with Patch-based Multi-tasking and Artifact Pattern Conversion
Seungjin Jung, Yonghyun Jeong, Minha Kim +3
Face Anti-Spoofing (FAS) algorithms, designed to secure face recognition systems against spoofing, struggle with limited dataset diversity, impairing their ability to handle unseen…
Conditional variational autoencoder to improve neural audio synthesis for polyphonic music sound
Seokjin Lee, Minhan Kim, Seunghyeon Shin +3
Deep generative models for audio synthesis have recently been significantly improved. However, the task of modeling raw-waveforms remains a difficult problem, especially for audio…
Evaluation of an Audio-Video Multimodal Deepfake Dataset using Unimodal and Multimodal Detectors
Hasam Khalid, Minha Kim, Shahroz Tariq +1
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…
CoReD: Generalizing Fake Media Detection with Continual Representation using Distillation
Minha Kim, Shahroz Tariq, Simon S. Woo
Over the last few decades, artificial intelligence research has made tremendous strides, but it still heavily relies on fixed datasets in stationary environments. Continual learnin…
FakeAVCeleb: A Novel Audio-Video Multimodal Deepfake Dataset
Hasam Khalid, Shahroz Tariq, Minha Kim +1
While the significant advancements have made in the generation of deepfakes using deep learning technologies, its misuse is a well-known issue now. Deepfakes can cause severe secur…
FReTAL: Generalizing Deepfake Detection using Knowledge Distillation and Representation Learning
Minha Kim, Shahroz Tariq, Simon S. Woo
As GAN-based video and image manipulation technologies become more sophisticated and easily accessible, there is an urgent need for effective deepfake detection technologies. Moreo…