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Applying convolutional neural network and Nadam optimization in flower classification Aini, Qurrotul; Zulfiandri, Zulfiandri; Firmansyah, Rezky; Arif, Yunifa Miftachul
Bulletin of Electrical Engineering and Informatics Vol 13, No 4: August 2024
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/eei.v13i4.6203

Abstract

Flowers have a variety of shapes, colors and structures, the images of which need to be classified using guided learning techniques. Several studies classify flowers using machine learning, but their accuracy performance is not good. The thing is, the flowers come in a variety of colors that can sometimes look similar to the background. Therefore, this study aims to classify flowers using a convolutional neural network (CNN) and measure its performance. The method used is mixed methods by collecting existing data from previous studies and connecting it with the realities in the field. The Kozłowski and Steinbrener models were used, while the image data was obtained from the Oxford17 and Oxford102 dataset with 17 and 102 flower types, respectively. The results show 60% and 84% accuracy of CNN using the scratch and transfer learning approach for the Oxford17 dataset. The Oxford102 dataset shows 42% and 64%, respectively, with CNN from baseline and transfer learning.
Islam and Women's Emancipation: Initiating Progressive Steps Towards Muslim Gender Equality in Indonesia Firmansyah, Rezky
Journal of Feminism and Gender Studies Vol 4 No 2 (2024): Journal of Feminism and Gender Studies
Publisher : Pusat Studi Gender Universitas Jember

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.19184/jfgs.v4i2.47420

Abstract

This article explores the intersection of Islam and women's emancipation in Indonesia, focusing on progressive steps towards gender equality. Drawing from Islamic principles advocating for equal rights and opportunities for both genders, the article examines concrete measures for achieving gender equality within the Muslim community in Indonesia. It delves into the importance of inclusive education, economic empowerment, legal protection, advocacy, and women's involvement in decision-making processes. By elucidating the conceptual framework and discussing practical strategies, the article aims to contribute to ongoing efforts in promoting gender equality within the Indonesian Muslim society.