Metamorphic Testing-based Adversarial Attack to Fool Deepfake Detectors

no code implementations • 19 Apr 2022 • Nyee Thoang Lim, Meng Yi Kuan, Muxin Pu, Mei Kuan Lim, Chun Yong Chong

We performed our evaluations on MesoInception-4 and TwoStreamNet models, which are the state-of-the-art deepfake detection models.

Adversarial Attack DeepFake Detection +1

Fairness Evaluation in Deepfake Detection Models using Metamorphic Testing

no code implementations • 14 Mar 2022 • Muxin Pu, Meng Yi Kuan, Nyee Thoang Lim, Chun Yong Chong, Mei Kuan Lim

Metamorphic relations are derived based on the notion that realistic perturbations of the input images, such as makeup, involving eyeliners, eyeshadows, blushes, and lipsticks (which are common cosmetic appearance) applied to male and female images, should not alter the output of the model by a huge margin.

DeepFake Detection Face Swapping +1