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sunrui
cls_train
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afdb8e43
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afdb8e43
authored
Dec 19, 2024
by
sunrui
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分类训练.md
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在数据处理阶段,根据不同的需求对影像组学数据和深度学习数据进行预处理,并从原始数据库中查询标注的数据,读取DICOM数据并保存处理后的结果
-
**影像组学数据**
:
`data/db_data_to_feat.py`
-
**深度学习数据**
:
`data/db_data_to_npy.py`
-
**影像组学数据
(csv数据)
**
:
`data/db_data_to_feat.py`
-
**深度学习数据
(npy数据)
**
:
`data/db_data_to_npy.py`
## 2. 分类训练
分类训练模块涵盖了不同类型的模型训练,包括2d3d分类、预训练分类以及基于影像组学特征的分类
-
**2d3d分类**
:
`pytorch_train/classification_model_2d3d.py`
-
**预训练分类**
:
`pytorch_train/encoder_cls.py`
-
**2d3d分类
网络
**
:
`pytorch_train/classification_model_2d3d.py`
-
**预训练分类
网络
**
:
`pytorch_train/encoder_cls.py`
-
**影像组学分类**
:
`pytorch_train/feat_cls.py`
-
**深度学习分类**
:
`pytorch_train/train_2d3d.py`
-
**多卡启动**
:
`torchrun --nproc_per_node=4 train_2d3d.py`
-
**单卡启动**
:
`python train_2d3d.py`
## 3. 评测指标
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