bennyzhang-codes/ldct-denoising-with-deep-learning-and-dicom-viewer

Low-dose CT image denoising model based on deep learning & CT image Viewer.

LDCT Denoising and Dicom Viewer

Benny 2021.06.06 华西坝

West China School Of Medcine, Sichuan University

1 LDCT Denoise

1.1 Dataset

Low Dose CT Image and Projection Data(LDCT-and-Projection-data) in The Cancer Imaging Archive(TCIA).

1.2 Models

Trained models

• TS-Net
• TS-DenseNet
• RED-CNN_MSE
• RED-CNN_SSIM

1.3 Image Preprocessing

Image_Preprocessing.ipynb

1.4 Example

1.5 GUI

Graphical User Interface

2 Dicom Viewer

2.1 Introduction

• View CT images(*.dcm) and save images as other type.
• Dicom Viewer v1.0.exe Download
• Editable Files

2.2 Parameters

• Matrix: [64, 2048]
• Window Width: [1, 4096]
• Window Level: [-1024, 3071]
• Save Format: JPG, PNG and BMP.