Table 6.
Summary of related studies for chest X-ray classification with pneumonia conditions.
Study | DL technique | Acc % | Loss function | Optimizer | GPU | Evaluation metric |
---|---|---|---|---|---|---|
[40] | CNN | 83.38 | Cross-entropy | Adam | ✓ | Acc |
[22] | CNN | 96.18 | CCE | Adam | ✓ | Sn, Sp, P, F1-score, Acc, AUROC |
[23] | DensetNet121 ResNet-50 InceptionV3 |
76 69 61 |
BCE | Adam | ✓ | AUROC |
[24] | Ensemble model (ResNet18, DenseNet121, InceptionV3, Xception, MobileNetV2) | 98.43 | Cross-entropy | SGD | ✓ | Acc, R, P, F1-Score, AUROC |
[73] | ResNet-50 | 97.65 | – | – | ✓ | Categorical Accuracy |
[9] | Ensemble model (AlexNet, DenseNet121, InceptionV3, ResNet18, GoogLeNet) | 96.4 | Cross-entropy | Adam | ✓ | AUROC, R, P, Sp, Acc |
[80] | MobileNetV2 | 90 | Cross-entropy | – | – | Acc |
[81] | MobileNetV2 | 93.4 | BCE | Adam | ✓ | AUROC, Acc, Sp, Sn |
[85] | DenseNet121 | 76.80 | Weighted BCE | Adam | – | F1-score |
[55] | Ensemble model (ResNet-34 based U-Net, EfficientNet-B4 based U-Net) | 90 | BCE, Dice loss | Ranger optimizer | – | Acc, P, R, F1-score |
[101] | CNN | 93.73 | – | – | ✓ | Acc |
[125] | Mask RCNN (ResNet-50+ResNet101) |
– | Multi-task loss | SGD | ✓ | IoU for true positive |
[119] | CNN | 86 | BCE | – | ✓ | Acc |
[113] | CNN | 90.68 | BCE | Adam | – | Acc |
[114] | CNN | 97.34 | Cross-entropy MSE | Gradient Descent | ✓ | Acc |
[68] | VGG-16 with MLP | 97.4 | – | RMSprop | ✓ | Acc, Sn, Sp, AUROC, F1-score. |
[126] | CNN | 98.46 | – | – | – | P, R, Acc, F1-Score, AUROC, cross validation |
[115] | CNN | 92.31 | CCE | Adam | – | Acc, R, F1-score |
[102] | CNN | 95.30 | CCE | Adam | – | cross validation, Acc, AUROC |
[128] | CNN MLP |
94.40 92.16 |
Cross-entropy | – | ✓ | 5-fold cross validation, Acc, AUROC |
[127] | SCN | 80.03 | BCE | Adam | – | Acc, P, R, F1-score |
[69] | VGG-16 Xception |
87 82 |
CCE | RMSprop | ✓ | Acc, Sp, R, P, F1-score. |
[86] | DenseNet-169 with SVM |
80.02 | – | – | – | AUROC |
[51] | InceptionV3 with more layers |
90.1 | CCE | Nadam | ✓ | Acc, P, R, F1-score |
[62] | CNN with U-Net | 97.8 | – | Adam | – | AUROC, Acc |