[{"publication_status":"accepted","publication":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","keyword":["Deepfakes","Image forensics","Diffusion models","Computer vision"],"type":"conference","user_id":"252442","title":"ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images","date_created":"2026-06-19T16:23:04Z","abstract":[{"text":"Instruction-guided image editing models have made photorealistic facial manipulation accessible through natural language prompts, substantially lowering the barrier to misuse in the cybersecurity landscape. These systems facilitate attacks such as identity theft, phishing, misinformation, and social engineering, while also challenging existing forensic methods that were not designed for prompt-driven edits. However, current facial forensics datasets do not cover this manipulation paradigm. We present ADRIAN InstructFace-Edit, a dataset of 36,000 edited facial image pairs at 1024x1024 resolution generated by four state-of-the-art instruction-guided image editing models (FLUX.1-Kontext-dev, FLUX.2-dev, Qwen-Image-Edit-2511, and Step1X-Edit-v1.2) across six semantically distinct edit types, of which 18,768 are annotated as high quality. The full dataset, including all pairs with quality labels, is made publicly available. To improve data quality, we design a multi-stage filtering pipeline that integrates structural, semantic, and multimodal large language model–based quality checks, with thresholds derived empirically from a human-annotated subset of 1,500 images. Because open-weight vision-language models perform poorly on VIEScore evaluation out of the box, we fine-tune a LoRA adapter for Qwen3-VL-32B-Instruct that improves within +/-1 Semantic Consistency accuracy from near-random to 73.2%. We will publicly release the dataset, generation pipeline, and LoRA adapter to support future research on training, evaluating, and stress-testing detectors for instruction-guided facial manipulation.","lang":"eng"}],"year":"2026","_id":"6998","language":[{"iso":"eng"}],"date_updated":"2026-06-19T16:23:58Z","citation":{"chicago":"Vovchenko, Viktoriia, Vincenzo Barberi, Sergej Schultenkämper, and Frederik Bäumer. “ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images.” In <i>2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context</i>, n.d.","short":"V. Vovchenko, V. Barberi, S. Schultenkämper, F. Bäumer, in: 2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context, n.d.","ama":"Vovchenko V, Barberi V, Schultenkämper S, Bäumer F. ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images. In: <i>2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context</i>.","mla":"Vovchenko, Viktoriia, et al. “ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images.” <i>2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context</i>.","ieee":"V. Vovchenko, V. Barberi, S. Schultenkämper, and F. Bäumer, “ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images,” in <i>2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context</i>, Porto, Portugal.","bibtex":"@inproceedings{Vovchenko_Barberi_Schultenkämper_Bäumer, title={ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images}, booktitle={2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context}, author={Vovchenko, Viktoriia and Barberi, Vincenzo and Schultenkämper, Sergej and Bäumer, Frederik} }","apa":"Vovchenko, V., Barberi, V., Schultenkämper, S., &#38; Bäumer, F. (n.d.). ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images. In <i>2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context</i>. Porto, Portugal.","alphadin":"<span style=\"font-variant:small-caps;\">Vovchenko, Viktoriia</span> ; <span style=\"font-variant:small-caps;\">Barberi, Vincenzo</span> ; <span style=\"font-variant:small-caps;\">Schultenkämper, Sergej</span> ; <span style=\"font-variant:small-caps;\">Bäumer, Frederik</span>: ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images. In: <i>2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context</i>"},"author":[{"id":"252442","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229244","first_name":"Viktoriia","full_name":"Vovchenko, Viktoriia","orcid":"0009-0004-9798-1112","last_name":"Vovchenko"},{"full_name":"Barberi, Vincenzo","last_name":"Barberi","first_name":"Vincenzo"},{"last_name":"Schultenkämper","full_name":"Schultenkämper, Sergej","orcid":"0009-0005-6858-9813","id":"236164","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229246","first_name":"Sergej"},{"id":"241734","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229247","first_name":"Frederik","last_name":"Bäumer","full_name":"Bäumer, Frederik","orcid":"0000-0002-0826-0144"}],"conference":{"end_date":"2026-06-11","start_date":"2026-06-05","name":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","location":"Porto, Portugal"},"status":"public"},{"file":[{"access_level":"open_access","file_id":"650","relation":"main_file","file_size":186264,"file_name":"_2020_Kozior_JEFF15_1558925020910875.pdf","content_type":"application/pdf","date_updated":"2021-01-03T14:57:47Z","success":1,"creator":"aehrmann","date_created":"2021-01-03T14:57:47Z"}],"type":"journal_article","publication_identifier":{"issn":["1558-9250","1558-9250"]},"has_accepted_license":"1","oa":"1","user_id":"231260","publication":"Journal of Engineered Fibers and Fabrics","publication_status":"published","urn":"urn:nbn:de:hbz:bi10-6491","keyword":["Three-dimensional printing","textile fabric","adhesion","rheology","healing model","wetting","diffusion"],"quality_controlled":"1","funded_apc":"1","department":[{"_id":"103"}],"file_date_updated":"2021-01-03T14:57:47Z","article_type":"review","title":"Adhesion of three-dimensional printing on textile fabrics: Inspiration from and for other research areas","date_created":"2021-01-03T14:59:24Z","volume":15,"year":"2020","_id":"649","language":[{"iso":"eng"}],"article_number":"155892502091087","author":[{"last_name":"Kozior","full_name":"Kozior, Tomasz","first_name":"Tomasz"},{"last_name":"Blachowicz","full_name":"Blachowicz, Tomasz","first_name":"Tomasz"},{"last_name":"Ehrmann","full_name":"Ehrmann, Andrea","orcid":"0000-0003-0695-3905","id":"223776","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0003-0695-3905/work/161440397","first_name":"Andrea"}],"citation":{"ama":"Kozior T, Blachowicz T, Ehrmann A. Adhesion of three-dimensional printing on textile fabrics: Inspiration from and for other research areas. <i>Journal of Engineered Fibers and Fabrics</i>. 2020;15. doi:<a href=\"https://doi.org/10.1177/1558925020910875\">10.1177/1558925020910875</a>","mla":"Kozior, Tomasz, et al. “Adhesion of Three-Dimensional Printing on Textile Fabrics: Inspiration from and for Other Research Areas.” <i>Journal of Engineered Fibers and Fabrics</i>, vol. 15, 155892502091087, Sage, 2020, doi:<a href=\"https://doi.org/10.1177/1558925020910875\">10.1177/1558925020910875</a>.","short":"T. Kozior, T. Blachowicz, A. Ehrmann, Journal of Engineered Fibers and Fabrics 15 (2020).","chicago":"Kozior, Tomasz, Tomasz Blachowicz, and Andrea Ehrmann. “Adhesion of Three-Dimensional Printing on Textile Fabrics: Inspiration from and for Other Research Areas.” <i>Journal of Engineered Fibers and Fabrics</i> 15 (2020). <a href=\"https://doi.org/10.1177/1558925020910875\">https://doi.org/10.1177/1558925020910875</a>.","apa":"Kozior, T., Blachowicz, T., &#38; Ehrmann, A. (2020). Adhesion of three-dimensional printing on textile fabrics: Inspiration from and for other research areas. <i>Journal of Engineered Fibers and Fabrics</i>, <i>15</i>. <a href=\"https://doi.org/10.1177/1558925020910875\">https://doi.org/10.1177/1558925020910875</a>","bibtex":"@article{Kozior_Blachowicz_Ehrmann_2020, title={Adhesion of three-dimensional printing on textile fabrics: Inspiration from and for other research areas}, volume={15}, DOI={<a href=\"https://doi.org/10.1177/1558925020910875\">10.1177/1558925020910875</a>}, number={155892502091087}, journal={Journal of Engineered Fibers and Fabrics}, publisher={Sage}, author={Kozior, Tomasz and Blachowicz, Tomasz and Ehrmann, Andrea}, year={2020} }","alphadin":"<span style=\"font-variant:small-caps;\">Kozior, Tomasz</span> ; <span style=\"font-variant:small-caps;\">Blachowicz, Tomasz</span> ; <span style=\"font-variant:small-caps;\">Ehrmann, Andrea</span>: Adhesion of three-dimensional printing on textile fabrics: Inspiration from and for other research areas. In: <i>Journal of Engineered Fibers and Fabrics</i> Bd. 15, Sage (2020)","ieee":"T. Kozior, T. Blachowicz, and A. Ehrmann, “Adhesion of three-dimensional printing on textile fabrics: Inspiration from and for other research areas,” <i>Journal of Engineered Fibers and Fabrics</i>, vol. 15, 2020."},"status":"public","intvolume":"        15","doi":"10.1177/1558925020910875","publisher":"Sage","date_updated":"2026-06-11T08:25:19Z"}]