|
-
|
50
|
-
|
-
|
14 chest pathologies
|
|
[7]
|
VDSNet
|
ChestX-ray8
|
-
|
-
|
ReLU
|
-
|
Pulmonary diseases
|
|
[10]
|
DualCheXNet
|
ChestX-ray14
|
169
|
-
|
ReLU
|
-
|
14 chest pathologies
|
|
[2]
|
CNN
|
ChestX-ray8
|
5
|
1,000–4,000
|
ReLU
|
40,000
|
12 chest pathologies out of 14
|
|
BPNN
|
3
|
|
-
|
5,000
|
|
CpNN
|
2
|
|
-
|
1,000
|
|
[8]
|
Customized U-Net
|
ChestX-ray8
|
35
|
100–200
|
ReLU
|
20
|
Cardiomegaly
|
|
[47]
|
Ensemble of DesnSeNet-121, DenseNet-169, DenseNet-201, Inception-ResNet-v2 Xception, NASNetLarge
|
CheXpert
|
5
|
|
Sigmoid
|
50,000
|
Only 5 pathologies: Atelactasis, Cardiomegaly, Pleural, Effusion, and Edema
|
|
[51]
|
STN based CNN
|
Lung ultrasonography videos
|
-
|
-
|
ReLU
|
-
|
COVID-19 Pneumonia
|
|
[46]
|
Ensemble with AlexNet
|
NIH Tuberculosis Chest X-ray dataset [10.31] and Belarus Tuberculosis Portal dataset [10.32]
|
-
|
-
|
ReLU
|
-
|
Tuberculosis
|
|
[26]
|
FHRNet
|
ChestX-ray14 dataset
|
-
|
50
|
Sigmoid
|
-
|
14 chest pathologies
|
|
[20]
|
AG-CNN
|
ChestX-ray14
|
|
50
|
Sigmoid
|
-
|
14 chest pathologies
|
|
[53]
|
preact-ResNet [39_chp7_14]
|
ChestX-ray14
|
-
|
-
|
Sigmoid
|
-
|
8 chest pathologies out of 14
|
|
[70]
|
Unified DCNN
|
ChestX-ray8
|
-
|
-
|
Sigmoid
|
-
|
8 chest pathologies out of 14
|
|
[28]
|
Ensemble of AlexNet, VGG-16, VGG-19, ResNet-50, ResNet-101 and ResNet-152
|
Indiana dataset
|
-
|
-
|
-
|
-
|
Cardiomegaly, Edema, and Tuberculosis
|
|
[5]
|
ChestNet CNN
|
ChestX-ray14
|
14
|
30
|
|
|
Consolidation
|
|
[49]
|
CheXNeXt CNN
|
ChestX-ray14
|
|
|
|
|
14 chest pathologies
|
|
[46]
|
Customized CNN
|
NIH Tuberculosis Chest X-ray, Belarus Tuberculosis
|
23
|
|
ReLU
|
|
Tuberculosis
|
|
[61]
|
Ensemble of RetinaNet and Mask R-CNN
|
Kaggle dataset RSNA
|
-
|
-
|
ReLU
|
-
|
Pneumonia
|
|
[45]
|
DarkCovid-Net
|
COVID Chest x-ray Kaggle
|
17
|
|
ReLU
|
-
|
COVID, Normal and Pneumonia
|
|
[65]
|
GoogLeNet
|
St. Michael’s Hospital chest x-ray
|
-
|
60
|
ReLU
|
-
|
5 pathologies: Cardiomegaly, Edema, Pleural effusion, pneumothorax, and consolidation
|
|
[35]
|
Ensemble of AlexNet and GoogleNet
|
NIH Tuberculosis Chest X-ray, Belarus Tuberculosis
|
-
|
-
|
-
|
-
|
Tuberculosis
|
|
[31]
|
ResNet101
|
Cohen and Kaggle [3]
|
-
|
-
|
|
