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. 2021 Jul 21;16(7):e0254586. doi: 10.1371/journal.pone.0254586

Table 1. A summary of the cell counting research.

Category Authors Method
Detection-based Arteta et al. (2012) SVM, dynamic programming, MSER detector
Arteta et al. (2016) Tree-structured discrete graphical model, SVM, dynamic programming
Hosseini et al. (2020) Mask R-CNN
Regression-based Xue et al. (2016) AlexNet, ResNet
Xie et al. (2018) Fully convolutional regression network
Rad et al. (2018) Ensemble residual dilated U-Net
Villa et al. (2018) CNN, LSTM
Xue et al. (2019) CNN, compressed sensing, sparse coding
Xu et al. (2019) U-Net
He et al. (2019, 2021) FCN, shortcut connections