u

autoencoder

Autoencoder: Downsampling and Upsampling

下采样

上采样

• Wojna Z, Ferrari V, Guadarrama S, et al. The devil is in the decoder[J]. arXiv preprint arXiv:1707.05847, 2017.

Deep shading 中采用 bilinear 上采样
- Nalbach O, Arabadzhiyska E, Mehta D, et al. Deep shading: convolutional neural networks for screen space shading[C]//Computer graphics forum. 2017, 36(4): 65-78.

Skip Connection

- Isola P, Zhu J Y, Zhou T, et al. Image-to-image translation with conditional adversarial networks[C]//Proceedings of the IEEE conference on computer vision and pattern recognition. 2017: 1125-1134.

• Lu J, Tong K. Visualized Insights into the Optimization Landscape of Fully Convolutional Networks[J]. arXiv preprint arXiv:1901.08556, 2019.

Deep Shading

Deep Shading

RED

• Mao X J, Shen C, Yang Y B. Image restoration using convolutional auto-encoders with symmetric skip connections[J]. arXiv preprint arXiv:1606.08921, 2016.

数据量

pix2pix/datasets
- cityscapes.tar.gz ~3k pairs 256x256