Research Article

Double-Balanced Loss for Imbalanced Colorectal Lesion Classification

Table 1

Deep learning in the diagnosis of colorectal white-light endoscopy.

StudyDateModelClasses

Komeda et al. [3]2016CNNsNeoplastic, nonneoplastic
Eduardo et al. [4]2017CNNsAdenoma, nonadenoma
Gao et al. [5]2020Mask R-CNNCancer, adenoma, polyp
Taş and Yilmaz [7]2021Faster R-CNNPolyp, nonpolyp
Shin et al. [9]2018Faster R-CNNPolyp, nonpolyp
Shin et al. [10]2019Faster R-CNNPolyp, nonpolyp
Nogueira-Rodríguez et al. [11]2020YOLOPolyp, nonpolyp