Currently, fully automated methods for plant recognition are being developed. These systems work based on images. But, they only give the name of the plants as a result and do not give an explanation (black box approach). On the contrary, giving the explanation (by describing the plant's characteristics) formally is used by taxonomists before they can determine the plant's name. Providing the explanation is very important since it fit in the standard practice and as a basis of plant identification for several decades. This paper comes with the new perspective in automated image-based plant recognition. A system that acts not as a black box system has proposed. It can mimic the taxonomist in explaining the decision and giving useful alternatives. The research firstly focuses on the flower. In the first part of this paper, the background of the new perspective is presented. Then, some problems that we want to answer also will be shown. Finally, some solutions to achieve the goal are discussed. As the first attempts, we also conduct a little experiment using the decision tree to deal with the goal.
|Title of host publication||Proceedings of the 2018 Symposium on Information Theory and Signal Processing in the Benelux|
|Subtitle of host publication||May 31-1 June, 2018, University of Twente, Enschede, The Netherlands|
|Editors||Luuk Spreeuwers, Jasper Goseling|
|Place of Publication||Enschede|
|Publisher||Werkgemeenschap voor Informatie- en Communicatietheorie (WIC)|
|Number of pages||7|
|Publication status||Published - 2018|
|Event||39th Symposium on Information Theory and Signal Processing in the Benelux 2018 - University of Twente, Enschede, Netherlands|
Duration: 31 May 2018 → 1 Jun 2018
Conference number: 39
|Conference||39th Symposium on Information Theory and Signal Processing in the Benelux 2018|
|Period||31/05/18 → 1/06/18|
Apriyanti, D. H., Spreeuwers, L. J., & Veldhuis, R. N. J. (2018). Breaking Out of the Black Box in Automated Flower Recognition. In L. Spreeuwers, & J. Goseling (Eds.), Proceedings of the 2018 Symposium on Information Theory and Signal Processing in the Benelux: May 31-1 June, 2018, University of Twente, Enschede, The Netherlands (pp. 28-34). Enschede: Werkgemeenschap voor Informatie- en Communicatietheorie (WIC).