Automatic Diatom Identification is popular PDF and ePub book, written by Hans Du Buf in 2002, it is a fantastic choice for those who relish reading online the Science genre. Let's immerse ourselves in this engaging Science book by exploring the summary and details provided below. Remember, Automatic Diatom Identification can be Read Online from any device for your convenience.
Automatic Diatom Identification Book PDF Summary
This is the first book to deal with automatic diatom identification. It provides the necessary background information concerning diatom research, useful for both diatomists and non-diatomists. It deals with the development of electronic databases, image preprocessing, automatic contour extraction, the application of existing contour and ornamentation features and the development of new ones, as well as the application of different classifiers (neural networks, decision trees, etc.). These are tested using two image sets: (i) a very difficult set of Sellaphora pupula with 6 demes and 120 images; (ii) a mixed genera set with 37 taxa and approximately 800 images. The results are excellent, and recognition rates well above 90% have been achieved on both sets. The results are compared with identification rates obtained by human experts. One chapter of the book deals with automatic image capture, i.e. microscope slide scanning at different resolutions using a motorized microscope stage, autofocusing, multifocus fusion, and particle screening to select only diatoms and to reject debris. This book is the final scientific report of the European ADIAC project (Automatic Diatom Identification and Classification), and it lists the web-sites with the created public databases and an identification demo.
Detail Book of Automatic Diatom Identification PDF
- Author : Hans Du Buf
- Release : 22 September 2024
- Publisher : World Scientific
- ISBN : 9810248865
- Genre : Science
- Total Page : 336 pages
- Language : English
- PDF File Size : 12,6 Mb
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