High-Quality Self-Supervised Deep Image Denoising

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Denoising without Clean and pair data

Self-Supervised Denoising

Framework

Practical Framework

• Why Self-Supervision ?
  • To denoise an image without clean and pair data
• How to train the network ?
  • Using rotated images as input
  • Making half-plane receptive field
    • Restricting receptive field by using feature-level offset in layer by layer

• Training & Inference
  • Training
    

• Inference
  
• Summary