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focal-frequency-loss

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Abdul-Moiz-Shehzad / Dual-Input-Attention-Guided-GAN-for-Joint-Low-Light-Image-Enhancement-and-Super-Resolution

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Dual-AttnGAN: A dual-input GAN for joint low-light image enhancement and 4× super-resolution, fusing wide-angle and zoomed images via asymmetric cross-attention.

deep-learning generative-adversarial-network super-resolution image-restoration total-variational-denoising tensorflow-implemention relativistic-gan low-light-image-enhancement unet-architecture focal-frequency-loss dual-input-fusion asymmetric-cross-attention dual-branch-encoder telephoto-imaging wide-angle-guidance
  • Updated Dec 2, 2025
  • Jupyter Notebook

1lmao / Focal-Frequency-Loss-for-Image-Reconstruction-and-Synthesis

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These are the results for Focal Frequency Loss for Image Reconstruction and Synthesis paper but with different dataset. In this case the TFW: Annotated Thermal Faces in the Wild Dataset. By using novel focal frequency loss it allows a model to adaptively focus on frequency components that are hard to synthesize by down weighting the easy ones.

vae focal-frequency-loss frequency-distance dynamic-spectrum-weighting
  • Updated Dec 17, 2025

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