Volume 11, Issue 2, December 2025

  • Research Article

    Enhancing GAN Training Stability for Image Super-Resolution Reconstruction with AdaBelief Optimization Strategy

    Kun Cai, Jiancheng Cai, Hailong Li, Xiaofeng Wang, Chaochun Zhong*

    Issue: Volume 11, Issue 2, December 2025
    Pages: 42-50
    Received: 10 August 2025
    Accepted: 18 August 2025
    Published: 23 September 2025
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    Abstract: Generative Adversarial Networks (GANs) have achieved remarkable success in image super-resolution reconstruction, producing high-quality images from low-resolution inputs. However, their training process is often plagued by instability issues, such as mode collapse and slow convergence, which hinder consistent performance. To address these challeng... Show More