A multi-scale unsupervised learning for deformable image registration

Last update: Apr 13, 2022

Related tags

Deep Learning MSRegNet

Overview

A multi-scale unsupervised learning for deformable image registration

Shuwei Shao, Zhongcai Pei, Weihai Chen, Wentao Zhu, Xingming Wu and Baochang Zhang – IJCARS 2021

[Link to paper]

✏️ 📄 Citation

If you find our work useful or interesting, please cite our paper:

@article{shao2021multi,
  title={A multi-scale unsupervised learning for deformable image registration},
  author={Shao, Shuwei and Pei, Zhongcai and Chen, Weihai and Zhu, Wentao and Wu, Xingming and Zhang, Baochang},
  journal={International Journal of Computer Assisted Radiology and Surgery},
  pages={1--10},
  year={2021},
  publisher={Springer}
}

📈 Results

To train a model, run:

CUDA_VISIBLE_DEVICES=<your_desired_GPU> \
python train_s2s_2d.py \
     <your_data_path> \
    --model vm2  \
    --batch_size 2  \
    --lambda 0.1 \
    --data_loss mse \
    --epochs 1500 \
    --steps_per_epoch 100 \
    --model_dir <your_dir_to_save_model>

Acknowledgement

Our code is based on the implementation of VoxelMorph.

Owner

ShuweiShao

GitHub Repository

PyTorch implementation of Convolutional Neural Fabrics http://arxiv.org/abs/1606.02492

PyTorch implementation of Convolutional Neural Fabrics arxiv:1606.02492 There are some minor differences: The raw image is first convolved, to obtain

25 Dec 22, 2021

Unofficial PyTorch reimplementation of the paper Swin Transformer V2: Scaling Up Capacity and Resolution

PyTorch reimplementation of the paper Swin Transformer V2: Scaling Up Capacity and Resolution [arXiv 2021].

122 Dec 12, 2022

Implementation of ICCV 2021 oral paper -- A Novel Self-Supervised Learning for Gaussian Mixture Model

SS-GMM Implementation of ICCV 2021 oral paper -- Self-Supervised Image Prior Learning with GMM from a Single Noisy Image with supplementary material R

4 Dec 05, 2022

Code for the paper A Theoretical Analysis of the Repetition Problem in Text Generation

A Theoretical Analysis of the Repetition Problem in Text Generation This repository share the code for the paper "A Theoretical Analysis of the Repeti

37 Nov 21, 2022

A simple Rock-Paper-Scissors game using CV in python

ML18_Rock-Paper-Scissors-using-CV A simple Rock-Paper-Scissors game using CV in python For IITISOC-21 Rules and procedure to play the interactive game

3 Aug 08, 2021

A python implementation of Yolov5 to detect fire or smoke in the wild in Jetson Xavier nx and Jetson nano

yolov5-fire-smoke-detect-python A python implementation of Yolov5 to detect fire or smoke in the wild in Jetson Xavier nx and Jetson nano You can see

20 Dec 15, 2022

On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification

Understanding Bayesian Classification This repository hosts the code to reproduce the results presented in the paper On Uncertainty, Tempering, and Da

18 Nov 17, 2022

Re-implement CycleGAN in Tensorlayer

CycleGAN_Tensorlayer Re-implement CycleGAN in TensorLayer Original CycleGAN Improved CycleGAN with resize-convolution Prerequisites: TensorLayer Tenso

89 Aug 15, 2022

DeepMReye: magnetic resonance-based eye tracking using deep neural networks

73 Dec 21, 2022

Certis - Certis, A High-Quality Backtesting Engine

Certis - Backtesting For y'all Certis is a powerful, lightweight, simple backtes

46 Oct 30, 2022

This is the repo of the manuscript "Dual-branch Attention-In-Attention Transformer for speech enhancement"

DB-AIAT: A Dual-branch attention-in-attention transformer for single-channel SE

68 Dec 16, 2022

Materials for my scikit-learn tutorial

Scikit-learn Tutorial Jake VanderPlas email: [email protected] twitter: @jakevdp gith

1.6k Dec 30, 2022

Codes for our paper The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders published to EMNLP 2021.

The Stem Cell Hypothesis Codes for our paper The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders published to EMNLP

5 Jul 08, 2022

PSML: A Multi-scale Time-series Dataset for Machine Learning in Decarbonized Energy Grids

PSML: A Multi-scale Time-series Dataset for Machine Learning in Decarbonized Energy Grids The electric grid is a key enabling infrastructure for the a

19 Jan 07, 2023

Repo for "TableParser: Automatic Table Parsing with Weak Supervision from Spreadsheets" at [email protected]

TableParser Repo for "TableParser: Automatic Table Parsing with Weak Supervision from Spreadsheets" at DS3 Lab 11 Dec 13, 2022

This repository contains the implementation of the paper Contrastive Instance Association for 4D Panoptic Segmentation using Sequences of 3D LiDAR Scans

Contrastive Instance Association for 4D Panoptic Segmentation using Sequences of 3D LiDAR Scans This repository contains the implementation of the pap

40 Dec 01, 2022

A multi-scale unsupervised learning for deformable image registration

Related tags

Overview

A multi-scale unsupervised learning for deformable image registration

✏️ 📄 Citation

📈 Results

Acknowledgement

Owner

ShuweiShao

PyTorch implementation of Convolutional Neural Fabrics http://arxiv.org/abs/1606.02492

Unofficial PyTorch reimplementation of the paper Swin Transformer V2: Scaling Up Capacity and Resolution

Implementation of ICCV 2021 oral paper -- A Novel Self-Supervised Learning for Gaussian Mixture Model

Code for the paper A Theoretical Analysis of the Repetition Problem in Text Generation

A simple Rock-Paper-Scissors game using CV in python

A python implementation of Yolov5 to detect fire or smoke in the wild in Jetson Xavier nx and Jetson nano

On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification

Re-implement CycleGAN in Tensorlayer

DeepMReye: magnetic resonance-based eye tracking using deep neural networks

Certis - Certis, A High-Quality Backtesting Engine

This is the repo of the manuscript "Dual-branch Attention-In-Attention Transformer for speech enhancement"

Materials for my scikit-learn tutorial

Codes for our paper The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders published to EMNLP 2021.

PSML: A Multi-scale Time-series Dataset for Machine Learning in Decarbonized Energy Grids

Repo for "TableParser: Automatic Table Parsing with Weak Supervision from Spreadsheets" at [email protected]

This repository contains the implementation of the paper Contrastive Instance Association for 4D Panoptic Segmentation using Sequences of 3D LiDAR Scans

TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation

2021搜狐校园文本匹配算法大赛分比我们低的都是帅哥队

Syllabic Quantity Patterns as Rhythmic Features for Latin Authorship Attribution

Group project for MFIN7036. Our goal is to predict firm profitability with text-based competition measures.

A multi-scale unsupervised learning for deformable image registration

Related tags

Overview

A multi-scale unsupervised learning for deformable image registration

✏️ 📄 Citation

📈 Results

Acknowledgement

Owner

ShuweiShao

PyTorch implementation of Convolutional Neural Fabrics http://arxiv.org/abs/1606.02492

Unofficial PyTorch reimplementation of the paper Swin Transformer V2: Scaling Up Capacity and Resolution

Implementation of ICCV 2021 oral paper -- A Novel Self-Supervised Learning for Gaussian Mixture Model

Code for the paper A Theoretical Analysis of the Repetition Problem in Text Generation

A simple Rock-Paper-Scissors game using CV in python

A python implementation of Yolov5 to detect fire or smoke in the wild in Jetson Xavier nx and Jetson nano

On Uncertainty, Tempering, and Data Augmentation in Bayesian Classification

Re-implement CycleGAN in Tensorlayer

DeepMReye: magnetic resonance-based eye tracking using deep neural networks

Certis - Certis, A High-Quality Backtesting Engine

This is the repo of the manuscript "Dual-branch Attention-In-Attention Transformer for speech enhancement"

Materials for my scikit-learn tutorial

Codes for our paper The Stem Cell Hypothesis: Dilemma behind Multi-Task Learning with Transformer Encoders published to EMNLP 2021.

PSML: A Multi-scale Time-series Dataset for Machine Learning in Decarbonized Energy Grids

Repo for "TableParser: Automatic Table Parsing with Weak Supervision from Spreadsheets" at [email protected]

This repository contains the implementation of the paper Contrastive Instance Association for 4D Panoptic Segmentation using Sequences of 3D LiDAR Scans

TransFGU: A Top-down Approach to Fine-Grained Unsupervised Semantic Segmentation

2021搜狐校园文本匹配算法大赛 分比我们低的都是帅哥队

Syllabic Quantity Patterns as Rhythmic Features for Latin Authorship Attribution

Group project for MFIN7036. Our goal is to predict firm profitability with text-based competition measures.

2021搜狐校园文本匹配算法大赛分比我们低的都是帅哥队