Heterogeneous Facial Analysis and Synthesis by Yi Li & Huaibo Huang & Ran He & Tieniu Tan

Author:Yi Li & Huaibo Huang & Ran He & Tieniu Tan
Language: eng
Format: epub
ISBN: 9789811391484
Publisher: Springer Singapore

(3.35)

where s denotes the output of the final softmax layer of the pre-trained network, denotes the age class of the ith synthetic face. When is equal to the j, , otherwise .

By minimizing the adversarial, identity preserving and age preserving losses, can generate photo-realistic faces with accurate identity and age information. However, minimizing these losses can’t guarantee the background well preserved. Since there is no ground-truth target face in age synthesis, a pixel-wise L2 loss between the synthetic and the input faces is adopted to preserve the background.

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