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Deep Fake Image Detection Using Vision Transformer with Random Oversampling Technique Tirto Prakoso, Dipo Paudro; Sugiyanto, Sugiyanto
Building of Informatics, Technology and Science (BITS) Vol 7 No 4 (2026): March 2026
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i4.9316

Recent developments in deep learning have facilitated the generation of visually convincing deepfake images, creating serious concerns for the reliability and security of digital media content. The primary challenge lies in detecting these sophisticated manipulations while handling imbalanced datasets, a common issue in deepfake detection research. This research focuses on designing a robust deepfake image classification model based on the Vision Transformer (ViT) architecture to differentiate between authentic and manipulated images. The main objectives are to: (1) adapt and fine-tune a pre-trained Vision Transformer for binary classification, (2) evaluate the effectiveness of Random Oversampling in addressing class imbalance while preventing data leakage, and (3) assess model performance using comprehensive metrics. Methods: A pre-trained Vision Transformer model (Deep-Fake-Detector-v2-Model) was adapted and fine-tuned using a dataset consisting of 190,335 images. To overcome the issue of class imbalance, a Random Oversampling strategy was applied exclusively to the training set after dataset splitting to prevent data leakage. The dataset was divided into training and testing subsets using an 80:20 ratio. During the training phase, data augmentation techniques such as image rotation, sharpness variation, and pixel normalization were employed. The model was trained for four epochs with a learning rate of 1×10⁻⁶ and a batch size of 32. Results: Experimental evaluation demonstrates that the proposed model achieves a classification accuracy of 94.46% on the test dataset. The model demonstrates high precision of 97.56% for fake images and 91.74% for real images, with corresponding recall rates of 91.21% and 97.72% respectively. The F1-score reaches 94.46% for both classes, indicating balanced performance. Novelty: This research presents a novel application of Vision Transformer architecture for deepfake detection, combining efficient transfer learning with strategic oversampling to handle imbalanced datasets while preventing data leakage. The study demonstrates that ViT-based models can effectively capture subtle manipulation artifacts in deepfake images, achieving superior performance compared to traditional convolutional neural network approaches.

Pemodelan Pola Temporal Action Unit untuk Pengenalan Ekspresi Wajah Berbasis Bidirectional LSTM Sulton, Muhammad Ghozali; Sugiyanto, Sugiyanto
Building of Informatics, Technology and Science (BITS) Vol 7 No 4 (2026): March 2026
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i4.9315

This study develops a facial expression recognition system based on Facial Action Units (AU) data using a Bidirectional Long Short-Term Memory (BiLSTM) model. The dataset consists of AU data obtained from a supervisor, sourced from DCAP-SWOZ (USC Institute for Creative Technologies), a multimodal corpus containing AU values extracted from human interaction videos. A total of 188 AU files were used in this research. Initial labeling was performed using Facial Action Coding System (FACS)-based rules as pseudo-labels serving as a starting point for training the BiLSTM model. This approach was chosen because the dataset lacks inherent emotion labels, necessitating a label initialization mechanism. The BiLSTM model functions as a temporal smoother designed to reduce noise and label inconsistencies that commonly occur in frame-by-frame rule-based approaches. The trained model then performs inference on the same data to generate final labels with improved temporal stability. Evaluation was conducted by measuring model consistency against FACS rules and qualitative analysis of temporal stability in generated labels. Data were processed into 30-frame sequences with a 1-frame sliding window to effectively capture expression dynamics patterns. The BiLSTM model was trained using two hidden layers with dropout regularization. Evaluation results showed 96.61% consistency against FACS rules with high performance across all emotion classes, including anger (99.11%), disgust (97.98%), fear (94.08%), happiness (99.29%), neutral (96.42%), sadness (98.31%), and surprise (99.16%). Qualitative analysis demonstrated that the model successfully reduced frame-by-frame label fluctuations by 73% compared to pure rule-based approaches, producing more stable and realistic emotion segmentation. These results demonstrate that the combination of FACS-based labeling and the BiLSTM model can produce a temporally consistent automated labeling system capable of accelerating labeled dataset creation, although validation against human ground truth remains necessary as future research.

Comparative Analysis of VGG16 Transfer Learning Fine-Tuning Strategies for Automated Concrete Crack Classification Juantoro, Adwinof Akmal; Sugiyanto, Sugiyanto
Building of Informatics, Technology and Science (BITS) Vol 7 No 4 (2026): March 2026
Publisher : Forum Kerjasama Pendidikan Tinggi

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.47065/bits.v7i4.9468

Identifying cracks in concrete structures is critical for structural health monitoring, as undetected cracks can lead to catastrophic infrastructure failure. Conventional manual inspections are labour-intensive, subjective, and costly, necessitating automated solutions capable of consistent and scalable deployment. This paper presents a systematic comparative study of four VGG16 transfer learning strategies for automated binary classification of concrete surface cracks. VGG16 was selected for its proven effectiveness in binary image classification tasks, well-established pre-trained feature representations from ImageNet, and low trainable parameter count that reduces overfitting risk on domain-specific datasets. A dataset of 40,000 concrete surface photographs was utilised, divided 80:20 for training and validation. Four training configurations were evaluated: Baseline CNN, Full Freeze, Partial Fine-Tuning, and Full Fine-Tuning, all trained using the Adam optimiser (learning rate 0.001), binary cross-entropy loss, and early stopping. Partial Fine-Tuning achieved the highest accuracy at 99.90%, followed by Full Freeze (99.84%) and Baseline CNN (99.69%). Full Fine-Tuning collapsed to 50.00% due to catastrophic forgetting. The best-performing Partial Fine-Tuning configuration achieved an AUC of 0.9998, precision of 0.9990, recall of 0.9990, and F1-score of 0.9990, with only 15 misclassifications out of 8,000 validation samples. These results confirm that Partial Fine-Tuning is the recommended strategy for concrete crack classification in structural health monitoring application.

Co-Authors . Widayat A.Yudi Eka Risano Abdul Gofir Abdul Kadir Abdurahman Abdurrahman Abidin, M. Faishol Achmad Fikry Adi Wicaksono, Nanda Adi, Alik Sus Adigama Tri Nugraha Aditya, Arielda Putri Adiyatna, Adiyatna Admiwati, Rini Adri Arisena Adrie Putra Afifah Damayanti, Netta Aguk Nugroho Agus Kristiyanto Agus Sugiri, Agus Agus Yulianto Agusinta, Lira Agustin, Ika Kristina Dewi Agustin, Noor Azizah Dwi Agustina, Yolanda Ahadi Priyohutomo Ahmad Ahmad Ahmad Budiyono, Ahmad Aidah , Salwa Aisyah, Nyayu Aji Prasetya Wibawa Aji Susanto Al Amin, Mochammad Hafidz Al Ayyubih, Harits Alansyah, Spani Alfonso Munte Ali Mashari, Ali Ali, Ade Saif Alieffa Syakir, Meisya Almazy, Muhammad Tsaqib Analius Giawa Anang Ansyori Andhika, Elang Kristi Andika, Venny Kurnia Andini, Anisa Tantri Andri Soemitra Andrianti, Lisa Andry Pratama, Andry Anggraini, Elok Anggraini, Putri Ayu ANGGRAINI, RENI Anggrihar Saputro, Yoseph Vido Ani Purwanti Ani Rusilowati Anisyah, Luluk Anto, Astri Anwar, Syaipudin Any Guntarti Aprianto, Totok Aprilia, Anisatul Khoir Aprilia, Anisatul Khoir Aprilia, Rahma Nur Aprilliasari, Ajeng Ar-Rizqi, Muhammad Hisyam Ardhina, Dila Ardiansyah Pratama, Ardiansyah Ardiantya Sudarsono, Cristhofer Arie Pradhana, Kresna Wahyu Arief Darmawan Arif Djunaidy Arif Hidayat Arif Rahman Hakim Arif, Akbarudin Arifin, Fadhilah Akmal Rofiq Aris Santjaka Aris Setiawan Ariyadi, Hifni Mukhtar Arrahmah, Mawaddah Arrozi A, MF Arvianto, Fariz Hasim Aryadi Gunawan Asep Sukohar Asihing Kustanti Asmiyanto, Tri Asset, M. Ameer Astuti, Yani Parti aswad, fatqul hajar Atmajha, Maullana Chandra Atmoko, Ignatius Bayu Attanisaa, Gupita Mar Aulia, Fajrin Nurul Aulia, Muhammad Ziddan Ayu Krisna Dewi, Ida Azis, Nur Azzahra, Fara Baddarudin, Mohammad Badrun, M. Bahari, Galuh Bahiuddin, Irfan Bahriyanto, Saiful Bambang Revantoro, Nemesius Bambang Soepeno Basith, Ahmad Ibnul Baskoro Adi Prayitno Bekti Nugraheni Boruk, Silvester Ade Budi Astuti Budi Naini Mindyarto, Budi Naini Budi, Sawitri Budiaro, Ronaldo Budiarti, Wiwik Budiman, Surya Budiono Budiono Budiono, Eko Muhammad Arif Burhanudin Burhanudin Candra Fanleon Cecep Pahrudin, Cecep Chan, Clare Suet Ching Chatarina Muryani Choiri, Mohamad Fatkhul Choirul Anam AM Diponegoro Chong , Wan Ni Christophera R Lucius Citra Ariani Edityaningrum, Citra Cornelis, Vieta Imelda D. YULIANTI Damanik, Ade Irfani Nugraha Dani, Anisa Rama Dartini Dartini, Dartini Darto Wahidin Darwati Susilastuti Daud, Intan Daulat Freddy Dea, Vincensia Debytiantama, Gamaliel Brian Dede Nurrahman Derma Watty Sihombing Deviyanti Pangestu Dewi, Ayu Trisna Dewi, Fretika Utami Dewi, Rosma Dharma Yudastoro, Fasida Dhina Mustikaningrum Diah Risqiwati Diartama, Anak Agung Aris Didi Sujadi Dihin Septyanto Djati, Isworo Djuansjah, Joy Rizki Pangestu Donny Kristanto Mulyantoro Dormawaty Manurung, Roma Dwi Gustiono, Dwi Dwi Kurniawati, Dwi dwi purwanto Dwi Setijawati Dwiyani, Nurindah Edhie Budi Setiawan, Edhie Budi Edi Dwi Cahyono Ekawati, Febriani Fajar Eko Mulyanto Yuniarno Eko Saputra Eko Setiawan Elizabeth Yun Yun Vinsur Ellianawati, Ellianawati Ellyvina Setya Dhini Elsia, Fransisca Endah, Nur Jannah Endang Ruhiyat Erfansyah, Muhammad Esterlinus Edwin Lermatan Estiko, Dendi Milnanda Etika Kartikadarma F Setiaswan Fachmi Tamzil Fadilah, Nawaf Fahira, Nabila Maulia Faisal Amri Faizal Mahananto Fajar Raya Ferdinal Kusuma Bakti Falah, Fajrul Fallah, Saiful FARID NANDA SYANUR Fathmala, Chajar Matari Fatikah, Noor fatimah Fatimah Fatoni, Rismi Faturrahman, Rian Febrianti, Fitri Dwi Fhadilla, Nahdatul Fianti Fianti, Fianti Firdaus, Anita Nurul Firmansyah, Muhammad Reza Firstianto, Seno Aji Fitria, Juwita Ramadani Fitriana, Cintiya Aulia Fitriana, Yusti Dian Fitriani, Anisatun Nuzula Friska, Friska Gema Fitriady Ghufron Abdullah Givarin, Delvananta Gumilang, Theo Satria Gunawan, Ester Hanna Habibi, Yusuf Hadiyanti, Sylvia Dwi Hafidhoh, Nisa'ul Hafidhoh, Nisa’ul Haidawati, Purna Hakim, Sinta Uri El Halan, Hafid Darmais Hamdani, Fathul Hamdani, Mukhlas Hamid Mukhlis Hamsinah Hamsinah, Hamsinah Hanapiah, Hanapiah Handayani, Sri Harianto, Fajar Harjono Harjono Harlyanti Muthma'innah Mashar Hartati, Nanik Haryoko, Ugeng Budi Hayati, Eti Hayati, Siti Hedi Saepudin, Tubagus Heldayanti, Leni Heri Pratikto Heri Yati, Septiyanah Heribertus Himawan Heriyanto, Rudi Herpratiwi Herpratiw Herry Wardono Heru Kurnianto Tjahjono Hibatillah, Muhammad Fakhri Hidayat, Kamarul Hidayatullah, Muh. Nurdin Holiawati, Holiawati Hong, Yeap Chi Humaimah, Sunni Humairoh, Iftitah Dian Husmiati Yusuf Husna Afanyn Khoirunissa Husna Arifah Husni, Achmad Husni, Achmad Husni I Ketut Eddy Purnama I. Sudarwati, I. Ibnur Rusi Ibrahim, Fauzi Ichsan Luqmana Indra Putra, Ichsan Luqmana Indra Ida Ayu Putu Sri Widnyani Ifan Rizqa Ignatius Aris Hendaryanto Iis Wahyuningsih Ikhsan, Ridha Iksan, Muhammad Adhitya Imam Sonny, Imam Indah Lestari, Indah Indah Yani, Masriati Indra Prasetyanto, Laksamana Indra Raditya , Dionisius Indradewa, Rhian Indriyani, Yuanita Irawati, Inggar Septhia Irawati, Wiwit Iriani, Wahyuni Irmayani, Nyi. R Irnanda, Muhammad Diva Irsalina, Hany IRWAN SETIAWAN Irwan Susanto Irwan Susanto Irza Sukmana, Irza Ismail , Andhi Akhmad Ismail, Andhi Akhmad Ismail, Andi Akhmad Ismail, Dingot Hamonangan Isnaini, Bayutama Isnandar Slamet Isnandar Slamet, Isnandar Isyanto, Muhamad Sandi Isyanto Iwan Nurhadi Izatunnafsi, Izatunnafsi J. Jamari Jafar Sodik , M JAMALUDIN Jamaludin . Jatmiko Jatmiko Jatmiko, Andi Jeffri Ardiyanto Jefri Rieski Triyanto Jehma, Rosana Joko Waluyo Juantoro, Adwinof Akmal juhaeri, Juhaeri Juhriah Lukitawati, Lia Julian, Klawdia Widareka K. A, Venny Kadar, Jimmy Abdel Kadir, Syukron Abdul Kamali, Ahmad Nur Kamil, Farhan Kartikaningsih, Dewi Kartolo, Rachmat Kartolo, Rachmat Kartono , Kayan Swastika Kayan Swatika Keizer H, Hendriady de Kencana, Lintang Ayu Mustika Keppi Sukesi Khaerudin, Arif Khairurrizki, Amanda Khasanah, Zahro Fatim Khulailiyah, Ahsanatul Khumaedi Khumaedi Khumaedi Khumaedi Khumaedi Khumaedi khusnul khotimah Kliwon Hidayat Krisdianti, Nana Kristianto, Henry Kuncoro, Robertus Tirta Kuncoroadi Kuncoroadi , Robertus Tirta Kurnia, Ayu Indah Kurniawan, Ari Wibowo Kurniawan, Redho Kurniawan, Stephanus Danny Kustanti , Asihing Kusuma, Anggi Kusumaningsih, Indriati Kusumawardhani, Renny Pradina L Khakim Laela Hayu Nurani Laksono Trisnantoro Lalu Muhammad Irham Langlang Handayani Lathiful Khuluq Latifah, Alfi Laurentza, Nancy Ratu Jovancha Lensun, Reney Aquino Leny Latifah Lesmana, Deni Lia Meilianingsih Lintang Ronggowulan Lintar Brillian Pintakami Liya Umaroh, Liya Lubna Lubna Luli, Nur Annisa Lutanto, Agus M. Choiroel Anwar M. E. Winarno M.Burhanudin Madrois, Madrois Maghfiratullah, Maghfiratullah Maherariyat, Maherariyat Maksudi Maksudi Maman Surahman Mamis, Yonartilia Mansoor Abdul Hamid Mantony, Oslida Marbun, Maja Pranata Marbun, Romaden Mardianti, Fera Maretta, Dina Margono Margono Mariati Mariati Marjohan, Masno Marjono Marjono Marthaleina Ruminda Sitorus Martinus, Martinus Marwan Marwan Maswarni Maulidiya, Mega Mauridhi Hery Purnomo Mazarina Devi Meilani, Maulidiya Melinawati, Devina MF. Arrozi Adhikara Miftakhuljanah, Az Zahro Mira Miranda Moh. Badaruddin, Moh. Mohamad Izzur Maula Mohammad Gamal Rindarjono, Mohammad Gamal Monika, Pepi Mosik - Muda, Alfa Berlio Muhamad Yusuf, SE., M.Si. Muhammad Aris Ichwanto Muhammad Rizki Muhammad Thamrin Muhammad Yusron Maulana El-Yunusi Muhammad Zamroji, Muhammad Muhammad, Adji Suradji Muhammad, Badarruddin Mujiyanto Mujiyanto Muliawati, Kristina Ika Mulyani Surendra Mumuh Mulyana Murwani, Siti Muryani, Luluk Muslih, Imam MUSOLI, MUSOLI Mustofa, Atthalariq Riggianta Mutiara Syagitta, Mutiara Nadi, Luh Nafrizal, Nafrizal Nanang Sugiarto Nazilul Hamidi Ngasbun Egar Ni'matussyahara, Dannis Nina Salamah Nirwana, Muhammad Bayu Nofiar, Nofiar Nofryanti, Nofryanti noraini, pepi Normila Normila Nova Eka Budiyanta Nova Rijati Novi Maulida, Anisa Putri Novitasyari, Ayu Nuarie, L. Restu Bayu Nugraha Nugraha Nugroho, Albertus Erico Jerry Krisna Nugroho, Tri Wahyu Nur Anisa Fitri Nur Annisa, Nidya Nur Esa, Suhada Nur Hidayatulloh, Fikhih Nur Indah, Cicik Nur Ismiyati Nuraini, Ika Nurani, Rani Nurazizah, Camelia NUREVA, NUREVA Nurhalisa, Adelia Jasmine Nurhidayatullah, Danang Nurjaman, Ulung Nurkolis Nurkolis, Nurkolis Nurmila, Mila Nuroniyah, Rifatun Nuroniyah, Rifatun Nurzaman, E Nur’ainiyyah Hasni Oktaviany, Firda Sari Op Sunggu, Finaliza Angelia Deshka Osaegi Restu Amrulloh, Muhammad P.W, Agnes Intan Padang, Chaterina Banne PAHLEVI, IRFANI REZA Pamungkas, Wahyu Putra Dwi Parahita, Syifa’ Salsabila Gita Pardede, Hilman Ferdinandus Parmasari, Megawati Permana, Asep Shofyan Permana, Egitya Pertiwi, Khalidya Anindra Perwitasari, Erni Pratiwi Pintakarini, Aristia Prameswari, Tanjung Prasetyo, Guruh Pratama, Ananta Surya Pratama, Dimas Rizki Pratama, Rio Cahya Pratiwi, Ilham Ayu Putri Pratiwi, Imasti Dhani Prayitno, Yosephus Ardean Kurnianto Prayogi, Fauzan Arif Priantoro, Win Prihadianto, Braam Delfian Prihtiantoro, Dedhy Primadi Candra Susanto Priyatama, Aryadana Puji Hartono Pujiastuti Pujiastuti, Pujiastuti Purba, Damoyanto Purnama, I Putu Adhitya Pratama Mangku Purnama, Winarto Edi Purnomo Purnomo Purwanto Purwanto Purwanto, Andi Purwati, Magdalena Yuli Purwoko, Harry Puspa Aliza Ridwan, Rahmina Putra, Arly Fiesnanda Baven Putra, Christophorus Indra Wahyu Putra, Fawwaz Azhima putri pratiwi, mutiara Putri, Rahmi Rizkiana Putri, Septi Alya Putro, Widodo Tri Putut Marwoto R. J. L, Nancy R.H Hidayatullah Rachmawan, Mochamad Aditia Rachmawaty Rachmawaty, Rachmawaty Radhian Krisnaputra Rahayu, Dian Yuniar Syanti Rahayu, Nurjannah Endah Rahma Faelasofi, Rahma Rahmawati, Divya Zuhra Rahmawati, Fitah Rizqia Ramadhan, M. Visa Rambu Pindi, Kristin Ayu Refa , Muhammad Fadhlan Regina Reni Ranteallo Retno Aulia Vinarti Retno Palupi Yonni Siwi Riani Hasana, Ani Riawan, Iqbal Muhammad Rafi Rifaweura, Muhammad Alifan Hakim Rifky Ismail Rikasakomara, Edwin Rinci Kembang Hapsari Rinto Agustino Risa, Risa Risano, Yudi Eka A Risdianto, Andy Rismalia, Rismalia Rismanto, Dedi Riszal, Akhmad Rita Noviani, Rita Rita Rahmawati Riyanto, Endik Riza Primahendra, Riza Rizal Adi Saputra Rizal, Risna Rizky Drupadi Rizky Paturrochman, Mochamamad Rodzi, Muhammad Fakhrur Roihan, lham Mashdar Rokhayah, Fajar Rolis, Moh. Ilyas Ronny Martien Rosihan Asmara Rosna Yuherlina Siahaan RR. Ella Evrita Hestiandari Ruhiyat, Endang Ruknan, Ruknan Rully Putri Nirmala Puji Rumijati, Tjutju Ruminingsih Ruminingsih Rusilowati, Umi S. Khanafiyah Sachro, Sachro Safii, Rizal N Safira, Elys Dinda Safitri, Arga Safitri, Cindy Eka Safitri, Retno Ayu Sahroni, Sahroni Saibat, Saibat Sakina Sakina, Sakina Samosir, Refina Tasari Sangaji, Reno Candra Sanjaya, Antonius David Sanny, M. Yusuf Santoso, Sabar Sapto Jumono Saputri, Alzulin Olvica Saputro, Moch Fajar Barep Sarwono Sarwono Saryati Saryati Satiti, Nareswari Novita Satriawan, Pravasta Wahyu Sawu, Sirilus Deodatus Sayyid Humam, Muhamad Segapangamianu, Yoseph Selasdini, Vidya Sembiring, Honny Fiva Akira Setiawan, A. M. Setiyanta, Nunuk Candra Setyaningrum, Widia Setyawan Bekti Wibowo Setyawan, Ari SETYAWAN, PENDI Shalsabillah, Savira Shelly Salista Rahmayanti Shifa, Mutiara Shirley Savetlana, Shirley Sidabalok, Clara Claudia Sidharta, Hanugra Aulia Sigit, Cahyo Nugroho Silvia Silvia Silvia Yulita Ratih Simanjuntak, Ronald Singgih Prihadi Singgih Subiyantoro Sipollo, Berliany Venny Sitarina Widyarini Siti Chodijah Siti Hardiyanti Siti Khanafiyah Siti Nurhaliza Siti Rofida Situmeang, Samuel Slamet Riyadi Soeadgihardo Siswantoro Soenar Soekopitojo Sofi'ah, Saifuli Solehah, Erni Sri Agustina, Sri SRI BULAN Sri Handayani Sri Subanti SRI UTAMI ADY Srigayanti, Dedeh Stiawan, Ade Denis Suarman, Agus Subakir, Ali Hasan Subehana Rachman Subiyantoro, Heru Sudarwan, Sudarwan Sudarwati, Ida Sudaryana, Yayan Sudibyo Martono Sudiyono Sudiyono Sugianto - Sugianto Sugianto Sugianto, Yanie Suhardi Suhardi Suhardi Suhardi, Rifka Elsya Suharno Suharno Suharto Suharto Suhendar, Budi Suhendra, Agus Sujarwo Sujarwo Sukmana, Eka Sulfiani, Sulfiani Sulistiawati Sulistiawati Sulistyo, Didik Sulton, Muhammad Ghozali Sumardi . Sumarjono Sumarjono Sumarni - Sumarsono, Widiyandoko Sumbogo, Tri Adi Sunarno Sundari, Febrina Sunyoto Eko Nugroho, Sunyoto Eko Supardal Supardal, Supardal Supratikta, Hadi Supriadi Supriadi Supriatna, Mamat Supriyadi Supriyadi Supriyadi Supriyadi Supriyadi Supriyadi Supriyanto, Yudi Suradi Suradi Suripto Suripto Suryadi Suryadi Suryana Suryana Suryani, Nuri Susanti Susanti Susanto, Harry Susi Susanti Susilotomoa, Dhestahendra Citra Susy Suswaty Sutarmin Sutarmin, Sutarmin Sutikno Madnasri Sutoro, Moh Suwidjiyo Pramono Syahroni Syahroni SYAIFUL BAHRI Syalvian, Rizal Tarigan, Emiliana Tarkono Tarkono Tatariyanto, Firman Tatok Sugiarto Tirto Prakoso, Dipo Paudro Tiurmida, Nelly Tjahjono, Gentur Adi Trasviyanti, Selvi Tri Murti Andayani Tri Widiarto Tri Yuni Hendrowati Trihadi Susanto Trikartono , Drajat Tukiyat Tukiyat, Tukiyat Tutut Sumartini, Tutut Ubabuddin, Ubabuddin Ukhtinasari, Febri Ulfah, Umayya Ulfaturrohman, Nur Hidayah Umam, Ah. Nasihul Utami, Ichwani Siti V, Yushinta Elsa Varischa, Vivit Venessya, Jessica Viani, Rahayu Okta Vincentius, Vincentius Virdaus, Ruly Wahid Hasim Wahidah Wahidah Wahyu Humam Muttaqin Wahyu Widyaningsih Wahyudin Wahyudin Wahyuni, Raden Roro Elisabeth Anggraeni Eksi Wahyuni, Rr Endang Wandani, Syahrudin Waruwu, Verlin Takdir Setiaman Waryanto, Hendro Wibowo Wibowo Wibowo, Arief Nugroho Wicaksono, Dimas Aryo Wicaksono, Mahruri Arif Widha Sunarno Widhihadmoko, Kuncoro Widiarto, Ony Widya Kusumaningsih Wijaya, Agung Mike Wijayanta, Cahya Wijayanti, Kiki Rini Wijayanti, Nur Wijono, Hani Adi Wikan Sakarinto Wildaningsih, Wildaningsih Winarno, Felixtianus Eko Wismo Winarto, Eko Wismo Winarto, Felik Eko Wismo Windia, Desy Windo, Samudra Winita Sulandari Wiwik Anggraeni Wlnarto, F. Eko Wlsmo Wulandari, D. 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