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tju_chen_sk's Introduction

INTRODUCTION

This code project is for the paper Convolutional Neural Network-based Diagnostic Model for Solid, Indeterminate Solitary Pulmonary Nodule or Mass on Computed Tomography

The best model weights parameters are stored in the google drive.

Authors:

  1. Department of Radiology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, 507 Zheng Min Road, Shanghai 200433, China.
  2. Department of Computer Science and Technology, College of Electronics and Information Engineering, Tongji University, 4800 Cao'an Road, Shanghai, 201804, China.
  3. Department of Pathology, Shanghai Pulmonary Hospital, Tongji University School of Medicine, 507 Zheng Min Road, Shanghai 200433, China.

Dataset

Test Set Nodules

Node Size Statistics for Each Dataset

1

2

3

4

5

6

Results

Scores

Training Set Validation Set Test Set
Accuracy 86.56% 80.43% 82.98%
AUC 94.66% 88.49% 91.17%
Recall 90.67% 82.14% 85.71%
Precision 87.50% 85.19% 85.71%

ROC curve

Confusion Matrix

Hotmap

hotmap on a benign nodule

hotmap on a malignant nodule

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