Methods for recognizing mushroom species on the basis of the photo
Kamil Chodoła
kamil.chodola@gmail.comLublin University of Technology (Poland)
Grzegorz Czyż
Lublin University of Technology (Poland)
Maria Skublewska-Paszkowska
Lublin University of Technology (Poland)
Abstract
The aim of the article is to compare two methods for identifying mushroom species. In article, two methods based on one of the most popular solutions in the field of image recognition, Tenosorflow and OpenCV, have been described. A research application was created to carry out the research, in which both algorithms were implemented and tested. In addition, the application was equipped with mechanisms facilitating the collection of application data and algorithms. The results of the research have show that the method based on Tensorflow by 9% more
effectively recognizes mushroom species.
Keywords:
OpenCV;Tensorflow; image recognitionReferences
[1] Baggio D. L.: Mastering OpenCV with Practical Computer Vision Projects, Packt Publishing Ltd, 2012.
[2] Bradski G., Kaehler A.: Learning OpenCV, O’Reilly 2008.
[3] He K., Zhang X., Ren S., Sun J.: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, s. 770-778.
[4] Krzyśko M., Wołyński W., Górecki T., Skorzybut M.: Systemy uczące się, Wydawnictwo Naukowo-Techniczne Sp. z o.o., 2008.
[5] OpenCVSharp, https://github.com/shimat/OpenCVsharp [07.05.2019].
[6] Staniszewski P.: Użytkowanie grzybów leśnych – praktyka i problemy badawcze, Stud. Mater. CEPL w Rogowie, 2014, s. 143 – 152.
[7] Tang J.: Intelligent Mobile Projects with Tensorflow, Packt Publishing Ltd. 2018.
[8] TensorflowSharp, https://github.com/migueldeicaza/TensorflowSharp [11.05.2019].
[2] Bradski G., Kaehler A.: Learning OpenCV, O’Reilly 2008.
[3] He K., Zhang X., Ren S., Sun J.: The IEEE Conference on Computer Vision and Pattern Recognition (CVPR), 2016, s. 770-778.
[4] Krzyśko M., Wołyński W., Górecki T., Skorzybut M.: Systemy uczące się, Wydawnictwo Naukowo-Techniczne Sp. z o.o., 2008.
[5] OpenCVSharp, https://github.com/shimat/OpenCVsharp [07.05.2019].
[6] Staniszewski P.: Użytkowanie grzybów leśnych – praktyka i problemy badawcze, Stud. Mater. CEPL w Rogowie, 2014, s. 143 – 152.
[7] Tang J.: Intelligent Mobile Projects with Tensorflow, Packt Publishing Ltd. 2018.
[8] TensorflowSharp, https://github.com/migueldeicaza/TensorflowSharp [11.05.2019].
Chodoła, K., Czyż, G., & Skublewska-Paszkowska, M. (2019). Methods for recognizing mushroom species on the basis of the photo. Journal of Computer Sciences Institute, 12, 199–205. https://doi.org/10.35784/jcsi.438
Authors
Grzegorz CzyżLublin University of Technology Poland
Authors
Maria Skublewska-PaszkowskaLublin University of Technology Poland
Statistics
Abstract views: 282PDF downloads: 284
License
This work is licensed under a Creative Commons Attribution-ShareAlike 4.0 International License.
