The transposed convolution operation is performing both convolution and up-sampling (through a stride of (2,2), that has the effect of spacing out the input) while the concatenation operation collects information from features map of the contraction path. In this work, the U-Net architecture is...
However, the new code does not adhere to the original coding standards in the pull request as it introduces extra white spaces and inconsistent string concatenation methods. It is recommended to maintain consistency in coding style and follow the project's standards to ensure readability and maintain...
IEEE 802.11i/D7.0] -# TKIP = Temporal Key Integrity Protocol [IEEE 802.11i/D7.0] -# NONE = Use only Group Keys (deprecated, should not be included if APs support -# pairwise keys) -# If not set, this defaults to: CCMP TKIP -# -# group...
For robust underwater stereo matching with high efficiency, in this paper, we present the novel Multilevel Inverse Patchmatch Network (MIP-Net) that iteratively leverages the inverse propagation strategy [12] in a multilevel pyramid structure to model the pair-wise correlation for stereo matching....
high-resolution remote sensing imagery; depth-wise separable convolution; channel-spatial attention mechanism; deep learning; farmland parcel extraction1. Introduction The use of remote sensing data to extract cultivated land boundaries has been a prominent research focus. Precisely delineating the ...
Dense U-net consists of a contracting path (left side) and an expansive path (right side); it contains dense block, a transition layer, and concatenation. 2.2.1. Dense Block In traditional CNN, the output of lth layer can be calculated by a non-linear transformation strategy, which is ...