Permeability Prediction Via Multi Scale 3D CNN

Last update: Jul 06, 2022

Overview

Permeability-Prediction-Via-Multi-Scale-3D-CNN

Data:

The raw CT rock cores are obtained from the Imperial Colloge portal.

The CT rock cores are sub-sampled into 150x150x150 sub-volumes with a variable stride as follow,

Bentheimer Sandstone: 50 voxles
Ketton Limestone: 50 voxles
Berea Sandstone: 25 voxles
Doddington Sandstone: 50 voxles
Estaillades Limestone: 50 voxles
Carbonate (C1): 50 voxles
Carbonate (C2): 50 voxles

The sub-volumes are simulated for absolute permeability using OpenFOAM and their results are summerized in the provided excel sheet having the following information,

Number of sub-samples = 65,248
Labels description:
- casename = sub-sampling index per rock type sample
- porosity = ratio of void fraction
- eff_porosity = the connected porosity
- rock_type = { 1:Bentheimer Sandstone, 2:Ketton Limestone, 3:Berea Sandstone, 4:Doddington Sandstone, 5:Estaillades Limestone, 6:Carbonate (C1), 7:Carbonate (C2) }
- AR = anisotropy ratio
- DOA = degree of anisotropy
- k = absolute permeability

You might also like...

[ECCVW2020] Robust Long-Term Object Tracking via Improved Discriminative Model Prediction (RLT-DiMP)

Feel free to visit my homepage Robust Long-Term Object Tracking via Improved Discriminative Model Prediction (RLT-DIMP) [ECCVW2020 paper] Presentation

35 Oct 26, 2022

VIMPAC: Video Pre-Training via Masked Token Prediction and Contrastive Learning

This is a release of our VIMPAC paper to illustrate the implementations. The pretrained checkpoints and scripts will be soon open-sourced in HuggingFace transformers.

74 Dec 3, 2022

Cancer Drug Response Prediction via a Hybrid Graph Convolutional Network

DeepCDR Cancer Drug Response Prediction via a Hybrid Graph Convolutional Network This work has been accepted to ECCB2020 and was also published in the

50 Dec 18, 2022

"Inductive Entity Representations from Text via Link Prediction" @ The Web Conference 2021

Inductive entity representations from text via link prediction This repository contains the code used for the experiments in the paper "Inductive enti

45 Jan 9, 2023

Official code for Next Check-ins Prediction via History and Friendship on Location-Based Social Networks (MDM 2018)

MUC Next Check-ins Prediction via History and Friendship on Location-Based Social Networks (MDM 2018) Performance Details for Accuracy: | Dataset

3 Oct 9, 2022

(ImageNet pretrained models) The official pytorch implemention of the TPAMI paper "Res2Net: A New Multi-scale Backbone Architecture"

Res2Net The official pytorch implemention of the paper "Res2Net: A New Multi-scale Backbone Architecture" Our paper is accepted by IEEE Transactions o

928 Dec 29, 2022

Multi-Scale Aligned Distillation for Low-Resolution Detection (CVPR2021)

Releases(v1.1)

v1.1(Feb 25, 2022)

Full Changelog: https://github.com/elmorsym1/Permeability-Prediction-Via-3D-CNN/compare/v0.0...v1.1
Source code(tar.gz)
Source code(zip)
v1.0(Feb 25, 2022)

Full Changelog: https://github.com/elmorsym1/Permeability-Prediction-Via-3D-CNN/commits/v1.0
Source code(tar.gz)
Source code(zip)

Permeability Prediction Via Multi Scale 3D CNN

Related tags

Overview

Permeability-Prediction-Via-Multi-Scale-3D-CNN

You might also like...

[ECCVW2020] Robust Long-Term Object Tracking via Improved Discriminative Model Prediction (RLT-DiMP)

VIMPAC: Video Pre-Training via Masked Token Prediction and Contrastive Learning

Cancer Drug Response Prediction via a Hybrid Graph Convolutional Network

"Inductive Entity Representations from Text via Link Prediction" @ The Web Conference 2021

Official code for Next Check-ins Prediction via History and Friendship on Location-Based Social Networks (MDM 2018)

(ImageNet pretrained models) The official pytorch implemention of the TPAMI paper "Res2Net: A New Multi-scale Backbone Architecture"

Multi-Scale Aligned Distillation for Low-Resolution Detection (CVPR2021)

Multi-scale discriminator feature-wise loss function

Multi-Scale Vision Longformer: A New Vision Transformer for High-Resolution Image Encoding

Releases(v1.1)

v1.1(Feb 25, 2022)

v1.0(Feb 25, 2022)

Owner

Mohamed Elmorsy

Distance correlation and related E-statistics in Python

Official Pytorch Implementation of Relational Self-Attention: What's Missing in Attention for Video Understanding

Official code for "Towards An End-to-End Framework for Flow-Guided Video Inpainting" (CVPR2022)

PyTorch source code for Distilling Knowledge by Mimicking Features

A graphical Semi-automatic annotation tool based on labelImg and Yolov5

A PaddlePaddle version image model zoo.

Mix3D: Out-of-Context Data Augmentation for 3D Scenes (3DV 2021)

This is the official implementation for the paper "Heterogeneous Multi-player Multi-armed Bandits: Closing the Gap and Generalization" in NeurIPS 2021.

This repository implements variational graph auto encoder by Thomas Kipf.

Neural Cellular Automata + CLIP

Pytorch implementation of the paper Time-series Generative Adversarial Networks

Official Pytorch implementation of paper "Reverse Engineering of Generative Models: Inferring Model Hyperparameters from Generated Images"

Combining Diverse Feature Priors

code for Image Manipulation Detection by Multi-View Multi-Scale Supervision

Using Machine Learning to Create High-Res Fine Art

Implementation of the paper "Self-Promoted Prototype Refinement for Few-Shot Class-Incremental Learning"

Regulatory Instruments for Fair Personalized Pricing.

Towards Calibrated Model for Long-Tailed Visual Recognition from Prior Perspective

Episodic-memory - Ego4D Episodic Memory Benchmark

A PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing"