Fast and accurate tumor segmentation of histology images using persistent homology and deep convolutional features.
Talha QaiserYee-Wah TsangDaiki TaniyamaNaoya SakamotoKazuaki NakaneDavid B. A. EpsteinNasir M. RajpootPublished in: Medical Image Anal. (2019)
Keyphrases
- image features
- topological features
- ground truth
- input image
- image data
- three dimensional
- persistent homology
- tumor segmentation
- edge detection
- brain mr images
- feature points
- segmentation algorithm
- image registration
- image analysis
- brain tumors
- deep learning
- random walk
- segmentation method
- human subjects
- medical images
- similarity measure