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  1. No Access

    Article

    Image-to-image translation using an offset-based multi-scale codes GAN encoder

    Despite the remarkable achievements of generative adversarial networks (GANs) in high-quality image synthesis, applying pre-trained GAN models to image-to-image translation is still challenging. Previous appro...

    Zihao Guo, Mingwen Shao, Shunhang Li in The Visual Computer (2024)

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    Article

    Adversarial-Based Ensemble Feature Knowledge Distillation

    Existing knowledge distillation methods usually consider class probabilities or directly align features, which ignore the rich information contained in high-level feature maps. In this paper, we propose a nove...

    Mingwen Shao, Shunhang Li, Zilu Peng, Yuantao Sun in Neural Processing Letters (2023)

  3. No Access

    Article

    Improving knowledge distillation via pseudo-multi-teacher network

    Existing knowledge distillation methods usually directly push the student model to imitate the features or probabilities of the teacher model. However, the knowledge capacity of teachers limits students to lea...

    Shunhang Li, Mingwen Shao, Zihao Guo, **nkai Zhuang in Machine Vision and Applications (2023)