A customizable 1D/2D U-Net model for libtorch (PyTorch c++ UNet) Robin Lobel, March 2020 - Requires libtorch 1.4.0 or higher. CPU & CUDA compatible.

In this model, a 1D CNN and a BiLSTM are combined into a 1D CRNN module to extract 1D temporal features from the original PCG signals, while 2D time-frequency features are extracted using a 2D ViT ...

A 2D analytical model of FBAR and SBAR devices is described in outline. A 1D model reported previously is extended by the inclusion of terms characterising acoustic modes guided by the thin-film ...

The speciality about this model is its flexibility. The user has the option for: Choosing any of 5 available ResNet or ResNeXt models for either 1D or 2D tasks. Varying number of input kernel/filter, ...

Figure 2. Geometric files generated in HEC-RAS for 1D, 1D/2D and 2D models. 2.2. Data for Building the Numerical Model. An estimated 100 mm rainfall fell till 800 h on 20 October, resulting in the ...

1. Hybrid multiphysics (2D and 3D) and 1D analysis use 1D models at the system level, while a combination of multiphysics and 1D models are used at the component level.

If the model has already failed at the 1D level, we wouldn't expect it to hold up within the more complex 2D system, where high-temperature superconductivity occurs in cuprates," said Wei-Sheng ...

Machine learning generates 3D model from 2D pictures. ScienceDaily. Retrieved June 2, 2025 from www.sciencedaily.com / releases / 2022 / 09 / 220919144019.htm. Washington University in St. Louis.