3D-GMPDCNN

Geological Modeling Using 3D Pixel-Adaptive and Deformable Convolutional Neural Network

PyTorch implementation of "Geological Modeling Using 3D Pixel-Adaptive and Deformable Convolutional Neural Network"

Prerequisites

This codebase was developed and tested with pytorch 1.10.0 and CUDA 9.0 and Python 3.6.

main models

Deform_conv3D.py

This is the implementation of 3D deformable convolution in our network model

Pixel-Adaptive_Conv3D.py

This is the implementation of 3D Pixel-Adaptive convolution in our network model

linear.rar

This is the data of our experiments.

Some of the statements

As all of our code is kept secret for the time being, only the core part of the code will be shown. In addition, both modules are the reference of "Deformable Convolutional NetWorks" and "Pixel-Adaptive Convolutional Neural Networks". The whole code will be updated later.

References:

Parts of the code is based on Pixel-Adaptive Convolutional Neural Networks and Deformable Convolutional NetWorks