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Single-Image-Deraining

Problem Statement

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Overall Approach

  • U-Net: This is the baseline model without any modifications (see UNet_Rain100L.ipynb).

  • U-Net + Local Attention: This model incorporates local attention in the U-Net architecture (see Attention_Rain100L.ipynb).

  • U-Net + Residual Connections: This model uses residual connections within the U-Net architecture (see Residual_Rain100.ipynb).

  • U-Net + Local Attention + Residual Connections: This model combines both local attention and residual connections (see Attention_Residual_Rain100L.ipynb).

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Results

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  • The "Results - Derained 200 epochs" folder contains all derained test image results produced by each model.

Findings/Discussion

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