CaravanPassenger / UDC-Baseline

Baseline code for Under-Display-Camera problem

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UDC-Baseline

Baseline code for Under-Display-Camera problem

Model

  1. UNet (in UNet.py)

    classic deep learning structure

  2. DE_UNet (in DE_UNet.py)

    image restoration model in CVPR_2021_paper: Image Restoration for Under-Display Camera

Some Results

TOLED results with UNet trained 400 epochs (Centercrop patches, 256*256) and DE_UNet trained 400 epochs(same input)

IfEzm6.png IfEj61.png IfEvOx.png

Problems to be solved

  1. 由于有些输入与label之间的亮度有差距,有些没有,结果呈现出许多亮度高于原图的问题。
  2. 可以见到的是网络普遍可以解决blur和noise问题,但是复原问题仍旧不尽人意。

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Baseline code for Under-Display-Camera problem


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