[{"conference":{"end_date":"2026-07-09","start_date":"2026-07-05","location":"Nizza, Frankreich","name":"2026 The Second International Conference on AI-based Media Innovation"},"status":"public","author":[{"last_name":"Vovchenko","orcid":"0009-0004-9798-1112","full_name":"Vovchenko, Viktoriia","first_name":"Viktoriia","id":"252442","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229773"},{"id":"236164","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229775","first_name":"Sergej","last_name":"Schultenkämper","full_name":"Schultenkämper, Sergej","orcid":"0009-0005-6858-9813"},{"first_name":"Frederik","id":"241734","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229776","orcid":"0000-0002-0826-0144","full_name":"Bäumer, Frederik","last_name":"Bäumer"}],"citation":{"short":"V. Vovchenko, S. Schultenkämper, F. Bäumer, in: 2026 The Second International Conference on AI-Based Media Innovation, IARIA, n.d.","chicago":"Vovchenko, Viktoriia, Sergej Schultenkämper, and Frederik Bäumer. “A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models.” In <i>2026 The Second International Conference on AI-Based Media Innovation</i>. IARIA, n.d.","ama":"Vovchenko V, Schultenkämper S, Bäumer F. A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models. In: <i>2026 The Second International Conference on AI-Based Media Innovation</i>. IARIA.","mla":"Vovchenko, Viktoriia, et al. “A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models.” <i>2026 The Second International Conference on AI-Based Media Innovation</i>, IARIA.","ieee":"V. Vovchenko, S. Schultenkämper, and F. Bäumer, “A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models,” in <i>2026 The Second International Conference on AI-based Media Innovation</i>, Nizza, Frankreich.","bibtex":"@inproceedings{Vovchenko_Schultenkämper_Bäumer, title={A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models}, booktitle={2026 The Second International Conference on AI-based Media Innovation}, publisher={IARIA}, author={Vovchenko, Viktoriia and Schultenkämper, Sergej and Bäumer, Frederik} }","apa":"Vovchenko, V., Schultenkämper, S., &#38; Bäumer, F. (n.d.). A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models. In <i>2026 The Second International Conference on AI-based Media Innovation</i>. Nizza, Frankreich: IARIA.","alphadin":"<span style=\"font-variant:small-caps;\">Vovchenko, Viktoriia</span> ; <span style=\"font-variant:small-caps;\">Schultenkämper, Sergej</span> ; <span style=\"font-variant:small-caps;\">Bäumer, Frederik</span>: A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models. In: <i>2026 The Second International Conference on AI-based Media Innovation</i> : IARIA"},"publisher":"IARIA","date_updated":"2026-06-19T16:31:54Z","language":[{"iso":"eng"}],"year":"2026","_id":"7002","abstract":[{"lang":"eng","text":"Selecting an appropriate semantic segmentation model for a given application domain remains a challenging and time-consuming task for practitioners and researchers. This paper presents an interactive, web-based platform that enables side-by-side visual comparison of multiple neural network segmentation models applied to identical images. The system integrates three transformer-based segmentation models: a face-parsing network producing 19 semantic classes, a SegFormer-B3 clothing segmentation model with 18 classes, and a Mask2Former model for general-purpose scene segmentation spanning 150 ADE20K categories. Key contributions include side-by-side evaluation of model outputs across multiple architectures and image categories, with real-time segment highlighting and a scalable inference caching system that enables model comparisons without requiring repeated graphics processing unit (GPU) computation. The platform organizes a curated dataset of images under a hierarchical category taxonomy, supporting structured evaluation across demographic and contextual variables. As a practical use case, the system is applied within the ADRIAN project to assist in verifying identity consistency across images through segmentation-based analysis. The platform thus contributes a specialized artificial intelligence (AI) tool for systematic segmentation and object detection model evaluation within media analysis pipelines, where selecting appropriate models is a recurring challenge across tasks from identity verification to content moderation. It is available under https://github.com/vika-v-v/neural-networks-for-image-segmentation and designed to lower the barrier for comparative model evaluation in applied computer vision workflows."}],"title":"A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models","date_created":"2026-06-19T16:31:47Z","user_id":"252442","type":"conference","publication_status":"accepted","publication":"2026 The Second International Conference on AI-based Media Innovation","keyword":["segmentation","model comparison","face parsing"]},{"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"}],"language":[{"iso":"eng"}],"_id":"6998","year":"2026","date_updated":"2026-06-19T16:23:58Z","status":"public","conference":{"start_date":"2026-06-05","end_date":"2026-06-11","name":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","location":"Porto, Portugal"},"citation":{"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>.","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>.","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.","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.","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>","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.","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} }","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."},"author":[{"full_name":"Vovchenko, Viktoriia","orcid":"0009-0004-9798-1112","last_name":"Vovchenko","id":"252442","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229244","first_name":"Viktoriia"},{"full_name":"Barberi, Vincenzo","last_name":"Barberi","first_name":"Vincenzo"},{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229246","id":"236164","first_name":"Sergej","last_name":"Schultenkämper","full_name":"Schultenkämper, Sergej","orcid":"0009-0005-6858-9813"},{"id":"241734","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229247","first_name":"Frederik","full_name":"Bäumer, Frederik","orcid":"0000-0002-0826-0144","last_name":"Bäumer"}],"keyword":["Deepfakes","Image forensics","Diffusion models","Computer vision"],"publication":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","publication_status":"accepted","user_id":"252442","type":"conference","date_created":"2026-06-19T16:23:04Z","title":"ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images"},{"year":"2025","_id":"7001","language":[{"iso":"eng"}],"author":[{"orcid":"0009-0005-6858-9813","full_name":"Schultenkämper, Sergej","last_name":"Schultenkämper","first_name":"Sergej","id":"236164"},{"last_name":"Vovchenko","orcid":"0009-0004-9798-1112","full_name":"Vovchenko, Viktoriia","first_name":"Viktoriia","id":"252442","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229248"},{"first_name":"Frederik","id":"241734","last_name":"Bäumer","orcid":"0000-0002-0826-0144","full_name":"Bäumer, Frederik"}],"citation":{"ieee":"S. Schultenkämper, V. Vovchenko, and F. Bäumer, “Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking,” in <i>2025 19th International Conference on Semantic Computing (ICSC)</i>, Laguna Hills, CA, USA, 2025, pp. 259–264.","apa":"Schultenkämper, S., Vovchenko, V., &#38; Bäumer, F. (2025). Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking. In <i>2025 19th International Conference on Semantic Computing (ICSC)</i> (pp. 259–264). Laguna Hills, CA, USA: IEEE. <a href=\"https://doi.org/10.1109/ICSC64641.2025.00045\">https://doi.org/10.1109/ICSC64641.2025.00045</a>","bibtex":"@inproceedings{Schultenkämper_Vovchenko_Bäumer_2025, title={Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking}, DOI={<a href=\"https://doi.org/10.1109/ICSC64641.2025.00045\">10.1109/ICSC64641.2025.00045</a>}, booktitle={2025 19th International Conference on Semantic Computing (ICSC)}, publisher={IEEE}, author={Schultenkämper, Sergej and Vovchenko, Viktoriia and Bäumer, Frederik}, year={2025}, pages={259–264} }","alphadin":"<span style=\"font-variant:small-caps;\">Schultenkämper, Sergej</span> ; <span style=\"font-variant:small-caps;\">Vovchenko, Viktoriia</span> ; <span style=\"font-variant:small-caps;\">Bäumer, Frederik</span>: Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking. In: <i>2025 19th International Conference on Semantic Computing (ICSC)</i> : IEEE, 2025, S. 259–264","chicago":"Schultenkämper, Sergej, Viktoriia Vovchenko, and Frederik Bäumer. “Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking.” In <i>2025 19th International Conference on Semantic Computing (ICSC)</i>, 259–64. IEEE, 2025. <a href=\"https://doi.org/10.1109/ICSC64641.2025.00045\">https://doi.org/10.1109/ICSC64641.2025.00045</a>.","short":"S. Schultenkämper, V. Vovchenko, F. Bäumer, in: 2025 19th International Conference on Semantic Computing (ICSC), IEEE, 2025, pp. 259–264.","ama":"Schultenkämper S, Vovchenko V, Bäumer F. Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking. In: <i>2025 19th International Conference on Semantic Computing (ICSC)</i>. IEEE; 2025:259-264. doi:<a href=\"https://doi.org/10.1109/ICSC64641.2025.00045\">10.1109/ICSC64641.2025.00045</a>","mla":"Schultenkämper, Sergej, et al. “Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking.” <i>2025 19th International Conference on Semantic Computing (ICSC)</i>, IEEE, 2025, pp. 259–64, doi:<a href=\"https://doi.org/10.1109/ICSC64641.2025.00045\">10.1109/ICSC64641.2025.00045</a>."},"conference":{"location":"Laguna Hills, CA, USA","name":"2025 19th International Conference on Semantic Computing (ICSC)"},"status":"public","doi":"10.1109/ICSC64641.2025.00045","page":"259-264","publisher":"IEEE","date_updated":"2026-06-19T16:24:03Z","publication_identifier":{"eisbn":["979-8-3315-2426-5"]},"type":"conference","user_id":"252442","publication_status":"published","publication":"2025 19th International Conference on Semantic Computing (ICSC)","title":"Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking","date_created":"2026-06-19T16:23:49Z"},{"department":[{"_id":"4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21"}],"title":"Für eine inklusive digitale Zukunft: Ableismus-sensible Chatbots gestalten","related_material":{"link":[{"relation":"confirmation","url":"https://journals.hsbi.de/sidas/issue/view/29"}]},"date_created":"2025-09-10T14:09:00Z","volume":2,"type":"conference_abstract","publication_identifier":{"issn":["2943-3509"]},"oa":"1","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"user_id":"220548","main_file_link":[{"open_access":"1","url":"https://journals.hsbi.de/sidas/issue/view/29"}],"series_title":"Schriftenreihe des Institute for Data Science Solutions","issue":"2025","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/191577432","id":"241734","first_name":"Frederik","full_name":"Bäumer, Frederik","orcid":"0000-0002-0826-0144","last_name":"Bäumer"},{"full_name":"Brandt-Pook, Hans","orcid":"0009-0002-6668-2684","last_name":"Brandt-Pook","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0002-6668-2684/work/191577435","id":"206531","first_name":"Hans"},{"full_name":"Huppert, Christian","last_name":"Huppert","first_name":"Christian"},{"first_name":"Yves","last_name":"Šir","full_name":"Šir, Yves"},{"first_name":"Alexander","full_name":"Stahlkopf, Alexander","last_name":"Stahlkopf"},{"first_name":"Florian","full_name":"Sang, Florian","last_name":"Sang"},{"first_name":"Nadja","full_name":"Ullrich, Nadja","last_name":"Ullrich"}],"citation":{"mla":"Bäumer, Frederik, et al. <i>Für eine inklusive digitale Zukunft: Ableismus-sensible Chatbots gestalten</i>. Vol. 2, no. 2025, 2025, doi:<a href=\"https://doi.org/10.60802/sidas.2025.2\">10.60802/sidas.2025.2</a>.","ama":"Bäumer F, Brandt-Pook H, Huppert C, et al. Für eine inklusive digitale Zukunft: Ableismus-sensible Chatbots gestalten. 2025;2(2025). doi:<a href=\"https://doi.org/10.60802/sidas.2025.2\">10.60802/sidas.2025.2</a>","chicago":"Bäumer, Frederik, Hans Brandt-Pook, Christian Huppert, Yves Šir, Alexander Stahlkopf, Florian Sang, and Nadja Ullrich. “Für eine inklusive digitale Zukunft: Ableismus-sensible Chatbots gestalten.” Schriftenreihe des Institute for Data Science Solutions, 2025. <a href=\"https://doi.org/10.60802/sidas.2025.2\">https://doi.org/10.60802/sidas.2025.2</a>.","short":"F. Bäumer, H. Brandt-Pook, C. Huppert, Y. Šir, A. Stahlkopf, F. Sang, N. 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Presented at the KI2025@HSBI, Bielefeld. <a href=\"https://doi.org/10.60802/sidas.2025.2\">https://doi.org/10.60802/sidas.2025.2</a>","bibtex":"@article{Bäumer_Brandt-Pook_Huppert_Šir_Stahlkopf_Sang_Ullrich_2025, series={Schriftenreihe des Institute for Data Science Solutions}, title={Für eine inklusive digitale Zukunft: Ableismus-sensible Chatbots gestalten}, volume={2}, DOI={<a href=\"https://doi.org/10.60802/sidas.2025.2\">10.60802/sidas.2025.2</a>}, number={2025}, author={Bäumer, Frederik and Brandt-Pook, Hans and Huppert, Christian and Šir, Yves and Stahlkopf, Alexander and Sang, Florian and Ullrich, Nadja}, year={2025}, collection={Schriftenreihe des Institute for Data Science Solutions} }","ieee":"F. Bäumer <i>et al.</i>, “Für eine inklusive digitale Zukunft: Ableismus-sensible Chatbots gestalten,” vol. 2, no. 2025. 2025."},"conference":{"start_date":"2025-06-03","end_date":"2025-06-03","name":"KI2025@HSBI","location":"Bielefeld"},"status":"public","intvolume":"         2","doi":"10.60802/sidas.2025.2","date_updated":"2026-03-17T15:29:27Z","year":"2025","_id":"6182","language":[{"iso":"ger"}]},{"date_updated":"2026-03-17T15:29:26Z","author":[{"last_name":"Bourdick","full_name":"Bourdick, Raphael","first_name":"Raphael"},{"first_name":"Frederik","id":"241734","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/188802593","last_name":"Bäumer","orcid":"0000-0002-0826-0144","full_name":"Bäumer, Frederik"}],"citation":{"chicago":"Bourdick, Raphael, and Frederik Bäumer. “Beyond Q&#38;A: Entwicklung Eines Agentenbasierten Retrieval-Augmented-Generation-Systems Bei Der Imos AG.” In <i>Jahrestagung Der Gesellschaft Für Informatik</i>, 2025.","short":"R. Bourdick, F. 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Potsdam.","bibtex":"@inproceedings{Bourdick_Bäumer_2025, title={Beyond Q&#38;A: Entwicklung eines agentenbasierten Retrieval-Augmented-Generation-Systems bei der imos AG}, booktitle={Jahrestagung der Gesellschaft für Informatik}, author={Bourdick, Raphael and Bäumer, Frederik}, year={2025} }","alphadin":"<span style=\"font-variant:small-caps;\">Bourdick, Raphael</span> ; <span style=\"font-variant:small-caps;\">Bäumer, Frederik</span>: Beyond Q&#38;A: Entwicklung eines agentenbasierten Retrieval-Augmented-Generation-Systems bei der imos AG. 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Schultenkämper, F. 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In <i>Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications.</i>","ieee":"S. Denisov, F. Bäumer, and M. Geierhos, “Track Me If You Can: Insights into Profile Interlinking on Social Networks,” in <i>Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications.</i>, 2022.","mla":"Denisov, Sergej, et al. “Track Me If You Can: Insights into Profile Interlinking on Social Networks.” <i>Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications.</i>, 2022.","ama":"Denisov S, Bäumer F, Geierhos M. Track Me If You Can: Insights into Profile Interlinking on Social Networks. In: <i>Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications.</i> ; 2022.","chicago":"Denisov, Sergej, Frederik Bäumer, and Michaela Geierhos. “Track Me If You Can: Insights into Profile Interlinking on Social Networks.” In <i>Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications.</i>, 2022.","short":"S. Denisov, F. Bäumer, M. Geierhos, in: Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications., 2022."},"status":"public","date_updated":"2026-06-11T09:51:44Z","_id":"2716","year":"2022","language":[{"iso":"eng"}],"quality_controlled":"1","department":[{"_id":"4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21"}],"date_created":"2023-04-05T13:40:40Z","title":"Track Me If You Can: Insights into Profile Interlinking on Social Networks","type":"conference","main_file_link":[{"url":"https://www.thinkmind.org/articles/patterns_2022_1_40_78004.pdf"}],"user_id":"250307","publication":"Proceedings of the Fourteenth International Conference on Pervasive Patterns and Applications (PATTERNS 2022): Special Track AI-DRSWA: Maturing Artificial Intelligence - Data Science for Real-World Applications."}]