[{"data":1,"prerenderedAt":-1},["ShallowReactive",2],{"detail-sidebar-cat-0-id-113":3,"doc-seo-117875-113":53,"doc-detail-117875-id":122},{"code":4,"msg":5,"data":6},0,"success",[7,13,17,21,25,29,33,37,41,45,49],{"id":8,"doc_module":4,"doc_module_name":9,"category_name":10,"show_sort_weight":11,"slug":12},55,"Document","Agama & Spiritualitas",60,"religion-spirituality",{"id":14,"doc_module":4,"doc_module_name":9,"category_name":15,"show_sort_weight":11,"slug":16},48,"Cerita & Novel","story-novel",{"id":18,"doc_module":4,"doc_module_name":9,"category_name":19,"show_sort_weight":11,"slug":20},56,"Gaya Hidup","lifestyle",{"id":22,"doc_module":4,"doc_module_name":9,"category_name":23,"show_sort_weight":11,"slug":24},51,"Komik","comic",{"id":26,"doc_module":4,"doc_module_name":9,"category_name":27,"show_sort_weight":11,"slug":28},53,"Layanan Kesehatan","healthcare",{"id":30,"doc_module":4,"doc_module_name":9,"category_name":31,"show_sort_weight":11,"slug":32},54,"Penelitian & Laporan","research-report",{"id":34,"doc_module":4,"doc_module_name":9,"category_name":35,"show_sort_weight":11,"slug":36},49,"Sastra","literature",{"id":38,"doc_module":4,"doc_module_name":9,"category_name":39,"show_sort_weight":11,"slug":40},52,"Teknologi","technology",{"id":42,"doc_module":4,"doc_module_name":9,"category_name":43,"show_sort_weight":11,"slug":44},50,"Ujian","exam",{"id":46,"doc_module":4,"doc_module_name":9,"category_name":47,"show_sort_weight":11,"slug":48},57,"Umum","general",{"id":50,"doc_module":4,"doc_module_name":9,"category_name":51,"show_sort_weight":4,"slug":52},181,"Formulir","formulir",{"code":4,"msg":54,"data":55},"ok",{"site_id":56,"language":57,"slug":58,"title":59,"keywords":60,"description":61,"schema_data":62,"social_meta":115,"head_meta":117,"extra_data":119,"updated_unix":121},113,"id","implementation-of-convolutional-neural-network-in-detecting-images-generated-by-machine-learning-models","Implementasi Convolutional Neural Network dalam Mendeteksi Gambar yang Dihasilkan Model Machine Learning","","Daftar pustaka ini menghimpun rujukan penelitian dan artikel yang membahas perkembangan machine learning dan model generatif gambar, termasuk pendekatan text-to-image berbasis difusi serta contoh implementasi dari berbagai platform. Referensi juga menyinggung tantangan penerapan AI generatif, aspek etika dan potensi pelanggaran hak cipta, serta risiko penyalahgunaan. Selain itu, sumber yang relevan pada deteksi deepfake dan fake face disertakan untuk mendukung landasan metode pendeteksian, khususnya pendekatan berbasis visi komputer pada citra yang berpotensi dimanipulasi atau dihasilkan.",{"@graph":63,"@context":114},[64,81,97],{"@type":65,"itemListElement":66},"BreadcrumbList",[67,72,75,78],{"item":68,"name":69,"@type":70,"position":71},"https://docshare.wps.com","Home","ListItem",1,{"item":73,"name":9,"@type":70,"position":74},"https://docshare.wps.com/id/document/",2,{"item":76,"name":31,"@type":70,"position":77},"https://docshare.wps.com/id/document/penelitian-laporan/",3,{"item":79,"name":59,"@type":70,"position":80},"https://docshare.wps.com/id/document/implementation-of-convolutional-neural-network-in-detecting-images-generated-by-machine-learning-models/117875/",4,{"url":79,"name":59,"@type":82,"author":83,"headline":59,"publisher":86,"fileFormat":89,"inLanguage":57,"description":61,"dateModified":90,"datePublished":91,"encodingFormat":89,"isAccessibleForFree":92,"interactionStatistic":93},"DigitalDocument",{"name":84,"@type":85},"Finn","Person",{"url":68,"name":87,"@type":88},"DocShare","Organization","application/pdf","2026-09-04","2026-08-02",true,{"@type":94,"interactionType":95,"userInteractionCount":74},"InteractionCounter",{"@type":96},"ViewAction",{"@type":98,"mainEntity":99},"FAQPage",[100,106,110],{"name":101,"@type":102,"acceptedAnswer":103},"Rujukan apa saja yang mendukung topik machine learning dan generasi gambar dalam dokumen ini?","Question",{"text":104,"@type":105},"Dokumen memuat daftar referensi tentang machine learning, serta beberapa model text-to-image/difusi generatif seperti Jukebox, CLIP latents, Imagen, Stable Diffusion, dan DALL·E.","Answer",{"name":107,"@type":102,"acceptedAnswer":108},"Apakah dokumen ini membahas aspek tantangan, etika, atau risiko AI generatif?",{"text":109,"@type":105},"Ya, beberapa referensi menyoroti tantangan aplikasi AI generatif, termasuk risiko penyalahgunaan dan isu hak cipta/etik terkait konten yang dihasilkan AI.",{"name":111,"@type":102,"acceptedAnswer":112},"Bagaimana referensi deteksi citra palsu/Deepfake dipakai dalam konteks penelitian?",{"text":113,"@type":105},"Referensi pada fake face detection, forgery mining, dan deepfake detection disertakan sebagai landasan metode visi komputer untuk mengidentifikasi citra yang dimanipulasi atau dihasilkan model.","https://schema.org",{"og:url":79,"og:type":116,"og:title":59,"og:site_name":87,"og:description":61},"article",{"robots":118,"canonical":79},"index,follow",{"doc_id":120,"site_id":56},117875,1785680101,{"code":4,"msg":5,"data":123},{"doc_id":120,"user_id":124,"nickname":84,"user_avatar":125,"doc_module":4,"category_id":30,"category_name":31,"doc_title":59,"doc_description":61,"doc_content":126,"file_id":127,"file_url":128,"file_type":129,"file_size":130,"view_count":74,"is_deleted":4,"is_public":71,"is_downloadable":71,"audit_status":71,"page_count":131,"language":132,"language_code":57,"site_id":56,"html_lang":57,"table_of_contents":133,"faqs":134,"seo_title":135,"seo_description":61,"update_tm":121,"read_time":136},549768064778,"https://ap-avatar.wpscdn.com/davatar_6f874abed73319feea01a86fa6f0fab8","DAFTAR PUSTAKA  \n[1] “60 Notable Machine Learning Statistics: 2021/2022 Market Share & Data [Analysis-Financesonline.com](Analysis-Financesonline.com),” 2021. [https://financesonline.com/machine](https://financesonline.com/machine)learning-statistics/ (accessed Oct. 18, 2022) .  \n[2] S. Lazzaro,“Machine learning’s rise, applications, and challenges,”VentureBeat, Jun. 21, 2021. [https://venturebeat.com/ai/machine-learnings](https://venturebeat.com/ai/machine-learnings)rise-applications-and-challenges/ (accessed Oct. 18, 2022) .  \n[3] “OpenAI’s latest breakthrough is astonishingly powerful, but still fighting its flaws-The Verge.” [https://www.theverge.com/21346343/gpt-3-](https://www.theverge.com/21346343/gpt-3-)[explainer-openai-examples-errors-agi-potential](explainer-openai-examples-errors-agi-potential) ([accessed](accessed) Oct. 18, 2022) .  \n[4] T. Warren,“GitHub’s AI-powered Copilot will help you write code for $10 a month-The Verge,” Jun. 21, 2022. [https://www.theverge.com/2022/6/21/23176574/github-copilot-launch](https://www.theverge.com/2022/6/21/23176574/github-copilot-launch)pricing-release-date (accessed Oct. 18, 2022) .  \n[5] P. Dhariwal, H. Jun, C. Payne, J. W. Kim, A. Radford, and I. Sutskever,“Jukebox: A Generative Model for Music,” Apr. 2020,[Online] . Available: [http://arxiv.org/abs/2005.00341](http://arxiv.org/abs/2005.00341)  \n[6] A. Ramesh, P. Dhariwal, A. Nichol, C. Chu, and M. Chen,“Hierarchical Text-Conditional Image Generation with CLIP Latents,” Apr. 2022,[Online]. Available: [http://arxiv.org/abs/2204.06125](http://arxiv.org/abs/2204.06125)  \n[7] J. Vincent,“Anyone can use this AI art generator—that’s the risk-The Verge,” Sep. 15, 2022. [https://www.theverge.com/2022/9/15/23340673/ai](https://www.theverge.com/2022/9/15/23340673/ai)image-generation-stable-diffusion-explained-ethics-copyright-data (accessed Oct. 18, 2022) .  \n[8] “Imagen: Text-to-Image Diffusion Models.”[https://imagen.research.google/](https://imagen.research.google/) (accessed Oct. 18, 2022).  \n[9] “Stable Diffusion Public Release—Stability.Ai.”[https://stability.ai/blog/stable-diffusion-public-release](https://stability.ai/blog/stable-diffusion-public-release) (accessed Oct. 18, 2022) .  \n[10] “DALL·E Now Available Without Waitlist,” Sep. 28, 2022.  \n[https://openai.com/blog/dall-e-now-available-without-waitlist/](https://openai.com/blog/dall-e-now-available-without-waitlist/) (accessed Oct. 18, 2022) .  \n[11] “Image Generation has arrived, NovelAI Diffusion is here! | Medium.”  \n[https://blog.novelai.net/image-generation-announcement-807b3cf0afec](https://blog.novelai.net/image-generation-announcement-807b3cf0afec)[ ](https://blog.novelai.net/image-generation-announcement-807b3cf0afec)(accessed Oct. 18, 2022) .  \n71  \nImplementasi Convolutional Neural…, Surya Widi Kusuma, Universitas Multimedia Nusantara  \n[12] “Stable Diffusion v2.1 and DreamStudio Updates 7-Dec 22—Stability AI.” [https://stability.ai/blog/stablediffusion2-1-release7-dec-2022](https://stability.ai/blog/stablediffusion2-1-release7-dec-2022) (accessed Jan. 14, 2023) .  \n[13] “NovelAI Improvements on Stable Diffusion | by NovelAI | Oct, 2022 | Medium.” [https://blog.novelai.net/novelai-improvements-on-stable](https://blog.novelai.net/novelai-improvements-on-stable)diffusion-e10d38db82ac (accessed Oct. 18, 2022) .  \n[14] “DALL·E 2.” [https://openai.com/dall-e-2/](https://openai.com/dall-e-2/) (accessed Oct. 26, 2022).  \n[15] S. Cole,“This AI Tool Is Being Used to Make Freaky, Machine-Generated Porn,” Vice, Aug. 24, 2022. [https://www.vice.com/en/article/xgygy4/stable](https://www.vice.com/en/article/xgygy4/stable)diffusion-stability-ai-nsfw-ai-generated-porn (accessed Oct. 18, 2022) .  \n[16] L. Plunkett,“AI Generated Art Is A Copyright, Ethical And Working Dystopia,” Kotaku, Aug. 25, 2022. [https://kotaku.com/ai-art-dall-e](https://kotaku.com/ai-art-dall-e)midjourney-stable-diffusion-copyright-1849388060 (accessed Oct. 18, 2022) .  \n[17] C. Schuhmann et al.,“LAION-5","cbCaia79U5XepUV8","https://ap.wps.com/l/cbCaia79U5XepUV8","pdf",315878,5,"Indonesian","# Daftar Pustaka","[{\"question\":\"Rujukan apa saja yang mendukung topik machine learning dan generasi gambar dalam dokumen ini?\",\"answer\":\"Dokumen memuat daftar referensi tentang machine learning, serta beberapa model text-to-image/difusi generatif seperti Jukebox, CLIP latents, Imagen, Stable Diffusion, dan DALL·E.\"},{\"question\":\"Apakah dokumen ini membahas aspek tantangan, etika, atau risiko AI generatif?\",\"answer\":\"Ya, beberapa referensi menyoroti tantangan aplikasi AI generatif, termasuk risiko penyalahgunaan dan isu hak cipta/etik terkait konten yang dihasilkan AI.\"},{\"question\":\"Bagaimana referensi deteksi citra palsu/Deepfake dipakai dalam konteks penelitian?\",\"answer\":\"Referensi pada fake face detection, forgery mining, dan deepfake detection disertakan sebagai landasan metode visi komputer untuk mengidentifikasi citra yang dimanipulasi atau dihasilkan model.\"}]","Implementasi Convolutional Neural Network dalam Mendeteksi Gambar yang Dihasilkan Model Machine Learning | PDF",8]