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Remove glasses diffusion model an innovative conditioned of eye glasses removal with image diffusion model Yuliza, Yuliza; Muwardi, Rachmat; Yehezkiel, Galatia Erica; Yunita, Mirna; Lenni, Lenni
Indonesian Journal of Electrical Engineering and Computer Science Vol 38, No 3: June 2025
Publisher : Institute of Advanced Engineering and Science

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.11591/ijeecs.v38.i3.pp1503-1516

Abstract

The presence of eyeglasses in facial images poses challenges for image processing, particularly in facial recognition. This paper introduces the remove glasses diffusion model (RGDM), a conditioned denoising diffusion probabilistic model (DDPM) designed for precise glasses removal. RGDM employs conditional modeling to focus on the glasses region while seamlessly restoring facial features. An eyes position accuracy mechanism, leveraging facial landmarks, ensures accurate eye restoration post-removal. Comprehensive evaluations on the CelebA dataset demonstrate RGDM’s superior performance, achieving the lowest Fréchet inception distance (FID) of 27.09 and learned perceptual image patch similarity (LPIPS) of 0.299, outperforming state-of-the-art methods such as 3D synthetic, cycleconsistent generative adversarial network (CycleGAN), and eyeglasses removal generative adversarial network (ERGAN). These results highlight the model’s effectiveness in producing natural and high-fidelity facial reconstructions. This work advances glasses removal technology and underscores the significance of conditional models in image processing. The proposed approach has practical implications for facial recognition and image enhancement, paving the way for more accurate and robust real-world applications.
METODE KRITIK SANAD DAN MATAN HADIS Rahmiah Nur R; Mirna Yunita; Muhammad Ali
MAHAD ALY JOURNAL OF ISLAMIC STUDIES Vol 4 No 2 (2025): Ma'had Aly Journal of Islamic Studies
Publisher : AL-BAYAN INSTITUTE

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.63398/pj6gjx91

Abstract

Sanad and matn criticism are two fundamental pillars in the science of hadith, playing a crucial role in determining the validity and authenticity of a narration. Sanad criticism focuses on evaluating the integrity and reliability of the chain of narrators, including their moral uprightness (‘adalah), precision (ḍabt), and the continuity of the chain. On the other hand, matn criticism examines the content of the hadith, assessing its consistency with the Qur’an, rationality, historical facts, and the absence of linguistic irregularities or contradictions. This study aims to analyze the methodologies and principles applied in sanad and matn criticism, as well as their implications for the classification of hadith into sahih, hasan, and da‘if. Through a literature review of classical scholars such as al-Bukhari, Muslim, and Ibn Hajar al-Asqalani, as well as contemporary scholars, it is concluded that a strict and systematic approach to hadith criticism serves as a cornerstone for preserving the authenticity of Islamic teachings derived from the Prophet’s traditions. This paper emphasizes the necessity of integrating both sanad and matn criticism to prevent deviations in religious understanding and practice.
Studi Pengelolaan Sampah Masyarakat di Komplek Perumahan CempakaPermai Kecamatan Gading Cempaka Kota Bengkulu Priyanto, Gusti; Zairin; Yunita, Mirna
Jurnal Georafflesia : Artikel Ilmiah Pendidikan Geografi Vol 10 No 1 (2025)
Publisher : Universitas Prof. Dr. Hazairin, S.H

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32663/georaf.v10i1.5195

Abstract

This study aims to describe the condition of household waste management, the influencing factors, and the roles of relevant stakeholders. This research uses a qualitative descriptive approach. Data were collected through direct observation, in-depth interviews with 25 key informants consisting of residents, neighborhood heads, sanitation workers, and environmental organizations, and supported by field documentation. The results show that waste management in the study area is still conventional and unstructured. Most residents do not separate organic and inorganic waste, supporting facilities such as waste sorting bins and official temporary disposal sites (TPS) are not available, and education or outreach programs from local authorities are still minimal. Public awareness remains low, and the responsibility for waste management largely rests with sanitation workers. This study recommends strengthening outreach programs, providing adequate waste sorting facilities, and establishing waste banks to encourage active community participation. The findings are expected to serve as a reference for stakeholders in formulating effective and sustainable community-based waste management policies. 
Raspberry Pi 4 and Ultrasonic Sensor for Real-Time Waste Classification and Monitoring with Capacity Alert System Yuliza, Yuliza; Muwardi, Rachmat; Kusuma, Prima Wijaya; Lenni, Lenni; Rahmatullah, Rizky; Yunita, Mirna; Dani, Akhmad Wahyu
Jurnal Ilmiah Teknik Elektro Komputer dan Informatika Vol. 10 No. 4 (2024): December
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.26555/jiteki.v10i4.30036

Abstract

The problem of waste management creates daily rubbish buildup due to thorough sorting. garbage sometimes accumulates in public garbage receptacles due to officials' ignorance of bin capacity and collectors' schedules, causing unclean conditions and the development of deadly diseases. Internet of Things technology was used to create a smart waste classification system with a notification mechanism in this study. This system classifies waste into plastic, metal, B3, and organic using a Raspberry Pi 4, camera module, and deep learning model. The classification uses a Convolutional Neural Network to speed up waste processing and separation. This research can be linked with research on separating trash types in one container and then allocated to garbage bins by type. Ultrasonic sensors and Raspberry Pi 4 can continuously monitor waste levels by sending data to the Ubidots IoT platform over HTTP. Based on experimental device data, system analysis shows 90% classification accuracy for all four waste categories. A Wireshark network analysis showed 61,098 bytes/s of throughput, 16 ms of delay, and zero data loss, demonstrating the system's ability for real-time monitoring and alerting. This research provides a realistic, cost-effective, and minimal solution to improve garbage classification and reduce collection costs to promote sustainability.
Tingkat Kesejahteraan Masyarakat Petani Padi di Desa Sukarami Bengkulu Tengah Putri Febrianti; Mirna Yunita; Yanmesli
Jurnal Georafflesia : Artikel Ilmiah Pendidikan Geografi Vol 9 No 1 (2024)
Publisher : Universitas Prof. Dr. Hazairin, S.H

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.32663/georaf.v9i1.4628

Abstract

Tingkat Kesejahteraan Masyarkat Petani Padi Desa Sukarami, Putri Febriyanti, Prodi Pendidikan Geografi, universitas Prof Dr. Hazairin, S.H. Kota Bengkulu, pfebrianti54@gamil.com. Tujuan penelitian ini untuk mengetahui tingkat kesejahteraan masyarakat petani padi Desa Sukarami Bengkulu Tengah. Umumnya masyarakat Desa Sukarami bekerja sebagai petani padi. Penelitian ini dilakukan pada tahun 2024. Informan dalam penelitian ini adalah masyarakat petani padi Desa Sukarami Bengkulu Tengah yang terdiri dari 20 kepala keluarga. Teknik pengumpulan data yang digunakan adalah teknik observasi, wawancara, dan dokumentasi. Teknik analisis data yang digunakan dalam penelitian ini adalah deskriptif kualitatif. Berdasarkan indikator BKKBN menunjukan kesejahteraan rumah tangga petani padi Desa Sukarami Bengkulu Tengah adalah (55%) keluarga sejahtera III, (25%) tergolong ke dalam keluarga sejahtera II, dan hanya (20%) yang masuk ke dalam golongan keluarga sejahtera I. Lalu tidak ditemukan keluarga pra sejahtera dan keluarga sejahtera III plus pada masyrakat petani padi Desa Sukarami Bengkulu Tengah. Dari indikator BKKBN kesejahteraan petani padi Desa Sukarami Bengkulu Tengah tergolong Keluarga Sejahtera III, yaitu keluarga yang dikategorikan mampu memenuhi indikator keluarga sejahtera I dan II (indikator 1-14) dan 5 indikator kebutuhan pengembangan (Developmental Needs).
Pengembangan Potensi Ekowisata Berbasis Masyarakat Pada Hutan Mangrove Kampung Sejahtera Kota Bengkulu Safrianti, Sintia; Yunita, Mirna; Puspita, Veny; Pratama, Fadly Wahyu; Ramadhani, Rahmad; Pangestu, Heru Edlifilyas
Jurdimas (Jurnal Pengabdian Kepada Masyarakat) Royal Vol. 8 No. 1 (2025): Januari 2025
Publisher : STMIK Royal

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.33330/jurdimas.v8i1.3480

Abstract

This community service activity was carried out in the Kampung Sejahtera Mangrove Forest, Bengkulu City and partnered with POKDARWIS 212. The Kampung Sejahtera mangrove forest is located in Kampung Melayu District, Bengkulu City.  This community service aims to solve priority problems that exist in partners, namely: Partners and the community still do not understand the positive impact of the existence of mangrove forest ecotourism on economic improvement; Lack of knowledge of the community around the mangrove forest ecotourism environment regarding the preservation and maintenance of mangrove forests; Lack of integrated information and promotion by mangrove forest POKDARWIS 212 partners. Community service activities are carried out with an initial observation stage through a pre-activity questionnaire, followed by an implementation stage with socialization and training, and the next stage conducts an evaluation. The outputs produced in this community service are: The formation of the 212 mangrove forest POKDARWIS cooperative; The formation of a Joint Business Group (KUBE) of MSMEs from the community around mangrove ecotourism; The existence of 3 mangrove-based creative products; The reforestation of mangrove forests that will be cultivated in the mangrove forest ecotourism of the prosperous village; The existence of an integrated website as a promotional forum; and 6) The existence of signboards as information media.Keywords: ecotourism; community based; mangrove forest of the prosperous village; bengkulu cit Abstrak: Kegiatan pengabdian kepada masyarakat ini dilakukan di Hutan Mangrove Kampung Sejahtera Kota Bengkulu dan bermitra bersama POKDARWIS 212. Hutan mangrove Kampung Sejahtera ini berada di Kecamatan Kampung melayu, Kota Bengkulu.  Pengabdian kepada masyarakat ini bertujuan untuk memecahkan permasalahan prioritas yang ada pada mitra, yaitu: Mitra dan masyarakat masih belum memahami dampak positif keberadaan ekowisata hutan mangrove terhadap peningkatan ekonomi; Kurangnya pengetahuan masyarakat sekitar lingkungan ekowisata hutan mangrove terkait pelestarian dan penjagaan hutan mangrove; Kurangnya informasi dan promosi yang terintegrasi oleh mitra POKDARWIS hutan mangrove 212. Kegiatan pengabdian kepada masyarakat dilakukan dengan tahap observasi awal melalui kuesioner pra kegiatan, dilanjutkan dengan tahap pelaksanaan dengan sosialisasi dan pelatihan, dan tahap selanjutnya melakukan evaluasi. Luaran yang dihasilkan dalam pengabdian kepada masyarakat ini adalah: Terbentuknya koperasi POKDARWIS hutan mangrove 212; Terbentuknya Kelompok Usaha Bersama (KUBE) dari UMKM masyarakat sekitar ekowisata mangrove; Adanya 3 produk kreatif berbahan dasar mangrove; Adanya reboisasi hutan mangrove yang akan di budidayakan di ekowisata hutan mangrove kampung sejahtera; Adanya website yang terintegrasi sebagai wadah promosi; dan 6) Adanya signboard sebagai media informasi.Kata kunci: ekowisata; berbasis masyarakat; hutan mangrove kampung sejahtera kota bengkulu
Local Knowledge of Disaster Mitigation in The Traditional Umeak An House of Rejang Tribe in Bengkulu Soni, Aprianto; Yunita, Mirna; Alfi, Muhammad; Sihaini, Etika; Utami, Anggun Dwi
Publikasi Berkala Pendidikan Ilmu Sosial Vol 6, No 1 (2026): PAKIS, March 2026
Publisher : Fakultas Keguruan dan Ilmu Pendidikan, ULM

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.20527/pakis.v6i1.18480

Abstract

Bengkulu Province is situated within a high-risk zone necessitated by plate subduction activity and the permanent presence of the Semangko Fault. Amidst such persistent seismic threats, the local population exhibits a tendency to transition toward rigid concrete structures which are susceptible to collapse while simultaneously abandoning resilient traditional architecture. This qualitative study employs a descriptive analytical method to examine the local wisdom of disaster mitigation embodied in the traditional dwellings of the Rejang Tribe known as Umeak An as a model for adaptive housing. The research was conducted in North Bengkulu Regency specifically within the Arga Makmur and Arma Jaya Districts. Primary data were gathered through direct technical observations and in-depth interviews with four key informants comprising two community leaders one tribal elder of the Rejang community and a tribal chief. The information was processed using comparative descriptive techniques oriented toward value discovery to synchronize empirical realities with modern engineering parameters. Findings demonstrate that Umeak An possesses engineering superiority through its non-nailed joint system or papurus and an elastic stilt structure that functions as a dynamic damper. This study concludes the imperative of integrating vernacular elasticity principles into modern construction regulations to achieve sustainable residential resilience.
Prestasi Belajar Mahasiswa Penerima Bidik Misi Selama Masa Pandemi Covid-19 Silaban, Nurmintan; Citra, Fevi Wira; Yunita, Mirna
JOEAI (Journal of Education and Instruction) Vol. 4 No. 1 (2021): JOEAI (Journal of Education and Instruction)
Publisher : Institut Penelitian Matematika, Komputer, Keperawatan, Pendidikan dan Ekonomi (IPM2KPE)

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.31539/joeai.v4i1.2013

Abstract

This study aims to see the achievements of Bidik Misi Scholarships of students during the Covid-19 outbreak at Prof. Dr. Hazairin University. This research was conducted using descriptive research methods. The population and samples used in this study are all students who received Bidik Misi Scholarships in the academic year Odd 2019/2020 and Even 2019/2020 who were studying as many as 219 students. Data collection technique is a documentary technique, a tool used in the form of a stuffing format designed in such a way that it can record all the necessary data. This research data is quantitative data that is analyzed using descriptive analysis and categorized based on Academic Guidelines. The results of the study, the achievement of students who received Bidik Misi Scholarships in the academic year 2019/2020 judging from the average cumulative achievement index of students in the Odd semester is 3.31 and the average cumulative achievement index of students in the Even semester is 3.24. The average academic achievement score of students seen from 219 students who received mission objectives decreased by 0.07 during the Covid-19 pandemic. The decrease in the index of learning achievement of mission-aiming students has been seen in the Aquaculture program wherein the odd semester before the pandemic the average academic achievement was 3.8 and the average academic achievement during the Covid-19 pandemic was 2.7. In conclusion, the percentage of cumulative achievement index of the average recipient of Bidik Misi Scholarships during the Covid-19 outbreak at Prof. Dr. Hazairin University in the category is very satisfactory or above 2.75. Keywords: Bidik Misi Scholarships, Covid-19, Learning Achievements