Publication: You Should Use Regression to Detect Cells
You Should Use Regression to Detect Cells
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Kainz, P., Urschler, M., Schulter, S., Wohlhart, P., & Lepetit, V. (2015). You Should Use Regression to Detect Cells. In N. Navab (Ed.), Lecture Notes in Computer Science (pp. 276–283). Springer. https://doi.org/10.1007/978-3-319-24574-4_33
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Automated cell detection in histopathology images is a hard problem due to the large variance of cell shape and appearance. We show that cells can be detected reliably in images by predicting, for each pixel location, a monotonous function of the distance to the center of the closest cell. Cell centers can then be identified by extracting local extremums of the predicted values. This approach results in a very simple method, which is easy to implement. We show on two challenging microscopy image datasets that our approach outperforms
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- Kainz, Philipp
- Urschler, Martin
- Schulter, Samuel
- Wohlhart, Paul
- Lepetit, Vincent
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Kainz, P., Urschler, M., Schulter, S., Wohlhart, P., & Lepetit, V. (2015). You Should Use Regression to Detect Cells. In N. Navab (Ed.), Lecture Notes in Computer Science (pp. 276–283). Springer. https://doi.org/10.1007/978-3-319-24574-4_33