The encoder structure aims to extract the most representative information from the original image through a series of convolution operations and to reduce the resolution of the input image. We adopt ...

3 Proposed architecture This research work proposes a novel architecture that integrates the patch-based ConvNeXt encoder with the U-Net decoder, which we name P-DeSeRay, short for Pneumothorax ...

Recent research sheds light on the strengths and weaknesses of encoder-decoder and decoder-only models architectures in machine translation tasks.

Unlike existing scale change modules, the SRM increases the scale in the encoder and decreases the scale in the decoder by controlling the expansion and stripping of peripheral pixels of the patch, ...

This information encoding system is called binary. It's the form of encoding that allows computers to run. Binary uses two states (represented by the digits 0 and 1) to encode information. This ...