Grace4Wang/multiPhase_att
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1.extract_nii_file 提取每个HBP文件内的nii文件 #- Extracting the .nii files from original dicom folders -# 2.phaseLayerCount.py 计算各相期层数 #- Counting the slice number of each phase -# 3.cut&save.py 若HBP的原始数据删减了某些层,则mask用这代码来删减那些层 #- Z-axis registration based on HBP phase for other phase images -# 4.extract_reshape_32.py 肿瘤区域提取并resize到32*32*32 #- Extracting the bounding box containing ROI and reshape it to 32*32*32 -# 5.extract_tumor_accroding_centroid_and_reshape.py 滑块增强 #- Data augmentation -# 6.excel2txt.py 利用清洗好的数据的excel来制作训练验证的txt #- Data division and recording the sample ID in a txt file -# 7.train.py 训练模型 #- Model training -# 8.plot 画ROCing #- Model evaluation -# 9.grad-cam 3D 神经网络的注意力分配可视化 #- Visualization of attention allocation in neural network -#
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A project to explore the weighting of feature from each phase image for multi-phase MRI classification tasks based on attentional mechanisms.
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