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Biological Image Classification with Random Subwindows and Extra-Trees
| Content Provider | Semantic Scholar |
|---|---|
| Author | Marée, Raphaël Geurts, Pierre Wehenkel, Louis |
| Copyright Year | 2006 |
| Abstract | We illustrate the potential of our image classification method on three datasets of images at different imaging modalities/scales, from subcellular locations up to human body regions. The method is based on random subwindows extraction and the combination of their classification using ensembles of extremely randomized decision trees. 1 Method |
| File Format | PDF HTM / HTML |
| Alternate Webpage(s) | http://www.montefiore.ulg.ac.be/services/stochastic/pubs/2006/MGW06/maree-biomage06-slides.pdf |
| Alternate Webpage(s) | http://www.montefiore.ulg.ac.be/services/stochastic/pubs/2006/MGW06/maree-bioimage2006.pdf |
| Alternate Webpage(s) | http://penglab.janelia.org/bioimg/2006/proceedings/talks/maree_bioimageinformatics2006.pdf |
| Alternate Webpage(s) | http://research.janelia.org/peng/bioimg/2006/proceedings/talks/maree_bioimageinformatics2006.pdf |
| Language | English |
| Access Restriction | Open |
| Content Type | Text |
| Resource Type | Article |