Better enhancement of dim images with edge-awareness using CSDNet
Better enhancement of dim images with edge-awareness using CSDNet
Learning Deep Context-Sensitive Decomposition for Low-Light Image Enhancement
arXiv paper abstract https://arxiv.org/abs/2112.05147v1
arXiv PDF paper https://arxiv.org/pdf/2112.05147v1.pdf
Enhancing the quality of low-light images plays a very important role in many image processing and multimedia applications.
... A typical framework ... disregard the scene-level contextual information encapsulated in feature spaces
... develop a new context-sensitive decomposition network architecture to exploit the scene-level contextual dependencies on spatial scales.
... further constructed for achieving the edge-aware smoothness property of the illumination component.
... construct CSDNet (paired supervision) and CSDGAN (unpaired supervision) to fully evaluate our designed architecture.
... successfully realized excellent enhanced results, which fully indicates our superiority against existing state-of-the-art approaches. ...
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