EMPLOYABILITY OF NAIVE BAYES ESTIMATION IN THE DETECTION OF BIRD TYPES
Rishita Tyagi
Manipal University, Jaipur
Download PDFAbstract
The goal is to observe which species of bird is available in a sound informational collection using controlled learning. Imagining fruitful computations for bird species requests is a major development toward isolating important normal data from accounts accumulated in the field. Here Naïve Bayes estimation to describe bird voices into different species reliant upon 265 features eliminated from the chipping sound of birds. The hardships in this endeavour included memory of the chiefs, the number of bird species for the machine see, and the tangle in signal-to-clatter extent between the arrangement and the testing sets. So to settle this trouble, we used Naïve Bayes estimation. From this, we got extraordinary accuracy in it. The analysis Naive Bayes got 91.58% precision
- Dorota kaminska, Artur Gmerek, “Automatic identification of bird species: A comparison between KNN and SOM classifiers,” New trends in audio & video/signal processing algorithms (NTAV/SPA), architectures, arrangements & applications 27- 29th September, 2012
- Marcelo T. Lopes, Lucas L. Gioppo, Thiago T.Higushi, Celso A. A.Kaesther, Carlos N. Silla Jr., Alessandro L. koerich, ”Automatic birdspecies identification for large number of species”, IEEE International Symposium on Multimedia, 2011.
- Jason Wimmer, Michael Towsey, Birgit Planitz, Ian Williamson, Paul Roe, ”Analysing environmental acoustic data through collaboration and automation,” Future Generation Computer Systems 29, 560-568, 2013
- Felix Weninger, Bjorn Schuller, ”Audio recognition in the wild: static and dynamic classification on a real-world database of animal vocalizations,” IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP), 2011.
- Chang- Hsing Lee, Chih- Hsun chou, Chin chuan han, Ren Zhuang Huang, “Automatic recognition of animal vocalizations using averaged MFCC & linear discriminant analysis,” Pattern recognition letters 27(2006), 93-101 No. 1, pp.17-23, May 2006.
- Rachana B, Kavya Hegde, Navya Bhat, 'Bird Species Detection From Voice Features', International Journal of Scientific Research in Computer Science, Engineering and Information Technology (IJSRCSEIT), ISSN : 2456-3307, Volume 7, Issue 4, pp.199-202, July-August-2021. Available at doi : https://doi.org/10.32628/CSEIT217453 Journal URL : https://ijsrcseit.com/CSEIT217453