基于深度学习的阿尔兹海默症影像学分类研究进展
钱程一,王远军

Research Progress on Imaging Classification of Alzheimer’s Disease Based on Deep Learning
QIAN Chengyi,WANG Yuanjun
表A1 中英文全称及对应缩写表
Table A1 Chinese and English full names for corresponding abbreviations
缩写 中文全称 英文全称
AD 阿尔兹海默症 Alzheimer disease
NFT 神经原纤维缠结 neurofibrillary tangles
CDR 临床痴呆分级 clinical dementia rating
MMSE 简易智力状态检查量表 mini-mental state examination
MCI 轻度认知障碍 mild cognitive impairment
EMCI 早期轻度认知障碍 early mild cognitive impairment
LMCI 晚期轻度认知障碍 later mild cognitive impairment
sMCI 稳定型轻度认知障碍 stable mild cognitive impairment
pMCI 渐近型轻度认知障碍 progressive mild cognitive impairment
HC 健康对照组 healthy control
ADNI 阿尔兹海默症神经影像学计划 Alzheimer’s disease neuroimaging initiative
OASIS 开放存取影像研究 open access series of imaging studies
IXI 从图像中提取信息数据集 information eXtraction from images
sMRI 结构磁共振成像 structural magnetic resonance imaging
PET 正电子发射型计算机断层显像 positron emission computed tomography
DTI 扩散张量成像 diffusion tensor imaging
fMRI 功能磁共振成像 functional magnetic resonance imaging
FA 各向异性分数 fractional anisotropy
MD 平均扩散率 mean diffusivity
RD 径向扩散系数 radial diffusivity
DC 中心度特征 degree centrality
ROI 感兴趣区域 region of interest
AAL 自动解剖标记 automated anatomical labeling
TP 真阳性 true positive
FP 假阳性 false positive
TN 真阴性 true negative
FN 假阴性 false negative
ROC 接受者操作特征曲线 receiver operating characteristic curve
AUC 曲线下面积 area under curve
CNN 卷积神经网络 convolutional neural networks
ILSVRC ImageNet大规模视觉识别挑战赛 ImageNet large scale visual recognition challenge
RNN 循环神经网络 recurrent neural network
BRNN 双向循环神经网络 bidirectional recurrent neural network
AE 自动编码机 autoencoder
CAE 卷积自动编码机 convolutional autoencoder
ICAE 带Inception模块的卷积自动编码机 inception modal based convolutional autoencoder
ResNet 残差网络 residual network
DenseNet 密集连接网络 densely connected convolutional network
pABN 并行注意力增强双线性网络 parallel attention-augmented bilinear network
k-means k均值聚类 k-means clustering algorithm
PCA 主成分分析法 principal components analysis
ELM 极限学习机 extreme learning machine
H-FCN 分层全卷积神经网络 hierarchical fully convolutional network
FCN 全卷积神经网络 fully convolutional network
ADAS-cog 阿尔兹海默症评定量表-认知分量表 Alzheimer’s disease assessment scale
BiLSTM 双向长短期记忆网络 bidirectional long short-term memory
MAE 平均绝对误差 mean absolute error
CAM 类激活映射 class activation mapping
Grad-CAM 梯度加权类激活映射 gradient-weighted class activation mapping
GAP 全局平均池化 global average pooling
CSV 类显著映射 class saliency visualization