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State-of-art comparison of our results.
| 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 % |
