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Deteksi Informasi Kadar Natrium pada Label Produk Kemasan Menggunakan FPN, Faster R-CNN, dan OCR Malelak, Ruvina Febrianti; Fanggidae, Adriana; Widiastuti, Tiwuk; Polly, Yulianto Triwahyuadi
Jurnal Buana Informatika Vol. 16 No. 2 (2025): Jurnal Buana Informatika, Volume 16, Nomor 02, Oktober 2025
Publisher : Universitas Atma Jaya Yogyakarta

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Abstract

Informasi nilai gizi, khususnya kandungan natrium, berperan penting dalam mendorong masyarakat memilih makanan yang lebih sehat. Namun, kesadaran terhadap label gizi masih rendah sehingga sering diabaikan. Sistem otomatis dikembangkan untuk mendeteksi dan mengekstraksi informasi kadar natrium dari citra kemasan produk. Sistem menggunakan pendekatan deteksi objek berbasis Feature Pyramid Network (FPN) dan Faster R-CNN melalui framework Detectron2. Ekstraksi teks kadar natrium dilakukan menggunakan Tesseract OCR. Sebanyak 3.028 gambar digunakan dalam proses pelatihan, validasi, dan pengujian FPN. Pada tahap pelatihan diperoleh akurasi deteksi 98,90% (AP50) dan (AR) 85,00%. Sementara itu, pengujian OCR terhadap 400 gambar berbeda dari data pelatihan FPN, menghasilkan rata-rata akurasi ekstraksi teks 85,13%. Kesalahan pengenalan umumnya disebabkan kualitas citra rendah, seperti gambar blur, orientasi label miring, pantulan cahaya, atau teks terlalu tebal. Meskipun terdapat keterbatasan, sistem menunjukkan potensi kuat sebagai alat otomatis membaca informasi gizi, khususnya kandungan natrium, dengan catatan diperlukan penyempurnaan lebih lanjut agar konsisten di kondisi nyata.
STREAM CIPHER ALGORITHM FOR ENCRYPTING TEXT USING LOGISTIC MAP, AUTO PARAMETERS LINEAR CONGRUENTIAL GENERATOR (APLCG), AND GRAY CODE Fanggidae, Adriana; Polly, Yulianto Triwahyuadi; Sina, Derwin Rony; Letelay, Kornelis; Nabuasa, Yelly Yosiana; Boru, Meiton; Ledoh, Juan Rizky Mannuel
Jurnal Teknik Informatika (Jutif) Vol. 5 No. 2 (2024): JUTIF Volume 5, Number 2, April 2024
Publisher : Informatika, Universitas Jenderal Soedirman

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.52436/1.jutif.2024.5.2.1535

Abstract

One aspect frequently posing a challenge in cryptography pertains to the length of the secret key that users must remember. Achieving the requisite key length for cryptographic algorithms necessitates key padding. However, it is crucial to note that key padding is susceptible to predictable patterns. Both the Linear Congruential Generator (LCG) and gray code are algorithms employed to generate sequences of padded key bits. Regrettably, LCG requires the determination of two pre-defined parameters, whereas the Auto Parameters Linear Congruential Generator (APLCG) automatically establishes these parameters. These parameters play a pivotal role in generating unique sequences of random integers. To fortify key security, the generation of new keys is performed using a modified logistic map, an enhancement of the standard logistic map that exhibits random behavior consistently. Stream cipher, an encryption algorithm, necessitates a continuous key stream matching the bit or byte length of the message. We conducted experiments on stream cipher algorithms employing key streams generated from APLCG, gray code, and modified logistic map. Twenty text documents were utilized as test samples. The outcomes indicate that stream ciphers employing APLCG, gray code, and modified logistic map demonstrate high-security performance based on the statistical analysis conducted.
Utilizing Digital Technology in Church Youth Counseling: The "Teman Baomong" Platform Reaches the Unreached in the GMIT Classis in East Kupang City Widiastuti, Tiwuk; Fanggidae, Adriana; Polly, Yuliyanto T.; Sihotang, D.M; Rumlaklak, N.D; Abdi Keraf, Marselino K.P.
JURNAL TEPAT : Teknologi Terapan untuk Pengabdian Masyarakat Vol 8 No 2 (2025): Collaboration for Accelerated Community Achievement
Publisher : Faculty of Engineering UNHAS

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.25042/jurnal_tepat.v8i2.623

Abstract

Adolescent mental health in East Nusa Tenggara Province has become an urgent concern due to increasing cases of emotional mental disorders and limited access to psychological services. To address this issue, the community service team partnered with the Klasis GMIT East Kupang City to develop the Teman Baomong Digital Platform as a web-based mental health consultation service for approximately 12,000 youth under the Klasis. This program aims to improve mental health literacy and access to psychological support that is safe, affordable, and stigma-free through online consultations with psychologists, religious leaders, and peer counselors, as well as the provision of educational content. The implementation methods included: (1) development of the Teman Baomong platform, (2) training of 35 peer counselors, (3) mental health education for 121 adolescents, and (4) provision of individual online consultation services. Evaluation was conducted through pre- and post-tests and a User Acceptance Test (UAT) to assess user acceptance of the platform. The results showed a significant increase in adolescent mental health literacy by 39.8% and enhanced involvement of peer counselors in community assistance. The UAT results from 50 respondents indicated an average score of 94%, demonstrating that the platform is perceived as highly effective and feasible for use. The highest-rated aspect was ease of use (98%), while the lowest was access speed (83.6%) due to internet network limitations in several congregation areas. In conclusion, the implementation of the Teman Baomong platform has effectively improved access to mental health services and literacy among adolescents, and it has strong potential for sustainable development within church and community support ecosystems in East Nusa Tenggara.