Rizka Ramadhana
Universitas Almuslim

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On Reducing ShuffleNets’ Block for Mobile-based Breast Cancer Detection Using Thermogram: Performance Evaluation Rizka Ramadhana; Khairun Saddami; Khairul Munadi; Fitri Arnia
Indonesian Journal of Electrical Engineering and Informatics (IJEEI) Vol 10, No 4: December 2022
Publisher : IAES Indonesian Section

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52549/ijeei.v10i4.4062

Abstract

In this paper, we proposed a reduced-block-Shufflenet (RB-ShuffleNet) for thermal breast cancer detection. RB-ShuffleNet is a modification of Shufflenet obtained by reducing blocks from the original architecture. The images for training and testing were obtained from Database for Mastology Research (DMR). First, we detected and cropped the image based on the region of interest (ROI), in which the ROI is determined by using the red intensity profile. Then, the ROI images were trained using RB-ShuffleNets. In the experiments, we built eight architectures, based on ShuffleNet, each with a different number of reduced blocks. The result showed that RB-Shufflenet with four reduced blocks had fewer than 50% of the learning parameters of the original Shufflenet, without compromising its performance. The RB-ShuffleNet with up to four reduced blocks could achieve 100% testing accuracy. Furthermore, The RB-ShuffleNets performed better than MobileNetV2 and resulted in higher accuracy when fed with ROI images. Due to its light structure and good performance, we recommend RB-ShuffleNet as mobile-based CNN model which is preferable to implement in breast cancer detection.
Sistem Penjualan Kopi Gayo Pada Koperasi Baitul Qirad Berbasis Web Seftiawan AY; T. Rafli Abdillah; Rizka Ramadhana
Jurnal Ilmu Komputer Aceh Vol 2 No 3 (2025): Jurnal Ilmu Komputer Aceh
Publisher : Fakultas Ilmu Komputer Universitas Almuslim

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Abstract

E-commerce no longer requires displaying goods or services to be offer to consumers in cabinets and stores. In this E-commerce, it could provide information about the products to be offer. Coffee has become one of the products which is highly demanded and sold online through e-commerce. This research focused on creating an e-commerce platform for the Baitul Qirad Baburayyan cooperative in selling coffee. The method used is web engineering, which consists of planning, analysis engineering, page generation, testing, and customer evaluation. The result of this research is an e-commerce platform that enables online purchases through the Baitul Qirad Baburayyan cooperative. This website assisted and facilitated both administrators and users in conducting online buying and selling transactions