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. 2021 Apr 9;2021:5580914. doi: 10.1155/2021/5580914

Table 1.

Summary of related techniques in the literature.

Reference Dataset Pretrained Architecture Input size Stain normalization Image-wise accuracy
Araújo et al. [5] Bioimaging 2015 No Custom CNN 512 × 512 Macenko 4-class: 77.8%
2-class: 80.6%
Vo et al. [17] Bioimaging 2015 No 3 × Inception-ResNet-v2 600 × 600 Macenko 4-class: 96.4%
450 × 450 2-class: 99.5%
300 × 300
Nawaz et al. [3] ICIAR2018 Yes AlexNet 512 × 512 Macenko 81.25%
Ferreria et al. [20] ICIAR2018 Yes Inception-ResNet-v2 244 × 244 Nonnormalized 90%
Kassani et al. [21] ICIAR2018 Yes VGG16 512 × 512 Macenko 83%
Reinhard 87%
Kassani et al. [21] ICIAR2018 Yes VGG19 512 × 512 Macenko 80%
Reinhard 84%
Kassani et al. [21] ICIAR2018 Yes Inception-ResNet-v2 512 × 512 Macenko 90%
Reinhard 88%
Kassani et al. [21] ICIAR2018 Yes Xception 512 × 512 Macenko 91%
Reinhard 94%
Kassani et al. [21] ICIAR2018 Yes Inception-v3 512 × 512 Macenko 90%
Reinhard 90%