Table 3.
Methods | Dataset / # of images | Features | Cross-validation accuracy |
---|---|---|---|
Barker et. al [1] | TCGA/total 45 (23 GBM, 22 LGG) |
Texture, color and shape of nuclei | 97.8 % |
Xu et. al [2] | TCGA /total 45 (23 GBM, 22 LGG) |
Deep convolution activation features | 97.8 % |
Our method | TCGA /total 66 (38 GBM, 28 LGG) |
Centroids from k-mean clustering of nuclei shape features |
94 % |