upsampling/deconvolution

[nnop]

upsampling/deconvolution

• Upsampling and Image Segmentation with Tensorflow and TF-Slim
• Refactor convolution layer and add deconvolution layer #1615
• BilinearUpsamplingFiller used with DeconvolutionLayer for upsampling #2213
• Why loss is remaining constant during training FCN-8s?
• FCN网络中使用的caffe类型层汇总--Convolution/Deconvolution/Crop/Eltwise/SoftmaxWithLoss
• caffe 关于Deconvolution的初始化注意事项

[nnop]

pixel shuffle

• Wenzhe Shi（施闻哲）
• Real-Time Single Image and Video Super-Resolution Using an Efficient Sub-Pixel Convolutional Neural Network
• subpixel conv == transposed conv

[nnop]

checkerboard effect

• [Oct. 17 2016] Deconvolution and Checkerboard Artifacts
• [1707.02937] Checkerboard artifact free sub-pixel convolution
• ICLR 2018 - Pixel Deconvolutional Networks