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sunrui
fx_lung
Commits
02652637
Commit
02652637
authored
Dec 27, 2024
by
exp
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02652637
# 项目文档
## 肺结节诊断分析
### 概述
通过输入肺部CT影像,自动检测结节区域、分类结节类型,并分割病灶区域
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**检测结节区域**
:识别肺部CT影像结节。
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**分类结节类型**
:对检测到的结节进行分类。
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**分割病灶区域**
:分割出病灶的具体位置。
### 分类实现
实现以下几种结节类型的分类
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**钙化**
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**实性**
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**混合**
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**磨玻璃**
### 后处理实现
后处理阶段实现了对特定位置结节的分类:
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**胸膜实性**
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**胸膜钙化**
这些分类是基于病灶区域的位置来判断的,病灶位于胸膜附近,则进一步分类为胸膜实性或胸膜钙化
---
## 处理流程
### 1. 质控
确保输入的肺部CT影像质量符合标准
### 2. 随访
对于历史病例,随访分析结节的发展趋势
### 3. 配准
同一患者不同时期的影像数据对比和分析
### 4. 检测
识别肺部CT影像中的结节区域,生成初步检测结果
### 5. 分类
基于检测到的结节区域,对结节类型进行分类
### 6. 分割
对结节区域进行分割
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