Abstract: Highlights•We suggest adversarial training for gaze estimation to generalize facial appearances.•We propose a stochastic strategy for subject-wise training to improve generalization.•Our framework achieves state-of-the-art performance on the MPIIFaceGaze and Eyediap.
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