Table 1.
Summary of the literature review.
Tasks | Categories | Methods proposed |
---|---|---|
Mitosis detection/segmentation | Region-based algorithms | Marker control watershed (Yang et al., 2006), Morphology (Nedzved et al., 2000; Lin et al., 2007), Entropy thresholding (Chowdhury et al., 2010), Contextual model (Seyedhosseini and Tasdizen, 2013), Graph binarization (Al-Kofahi et al., 2010). |
Boundary-based algorithms | Level sets (Mukherjee et al., 2004; Nath et al., 2006; Dzyubachyk et al., 2008), Active contours (Lee et al., 1999). | |
Mitosis classification | Image processing and analysis | Pixel level likelihood (Sertel et al., 2009), Unsupervised clustering (Roullier et al., 2011), Wavelets (Weyn et al., 1998), Textural features (Irshad et al., 2013), Adaboosts (Tek, 2013). |
Machine learning | REMSS (Paul and Mukherjee, 2015), SVM (Tao et al., 2007), Genetic algorithms (Nateghi et al., 2014), AggNet (Albarqouni et al., 2016), Deep learning (Ciresan et al., 2012). |