Bilateral Grid Local Affine Transformation Deep Learning

Deep Bilateral Learning for real-time image enhancement(Siggraph 2017)

Posted by lechao cheng on September 30, 2017

Outline

  • Bilateral Grid
  • Local Affine Transformation
  • Network FrameWork

Bilateral Grid

Definition

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Bilateral Grid

Local Affine Transformation

Network FrameWork

Fusion and Linear Prediction:

Network FrameWork

Upsampling with a trainable slicing layer: slicing(tri-linearly interpolating): (16x16x8)x12 —-> 256x256x12(input size: 256x256x3)

Network FrameWork

Local Affine Transformation:

Results

CATALOG
    FEATURED TAGS
    machine learning generative model computer vision deep learning GAN VAE object detection Video Understanding Generative Model RNN Neural Networks Neural Network Image Synthesis
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