[{"user_id":"220548","type":"conference","publication":"2026 The Second International Conference on AI-based Media Innovation","publication_status":"accepted","keyword":["segmentation","model comparison","face parsing"],"title":"A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation Models","date_created":"2026-06-19T16:31:47Z","language":[{"iso":"eng"}],"year":"2026","_id":"7002","abstract":[{"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.","lang":"eng"}],"conference":{"location":"Nizza, Frankreich","name":"2026 The Second International Conference on AI-based Media Innovation","end_date":"2026-07-09","start_date":"2026-07-05"},"status":"public","citation":{"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.","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","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.","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.","short":"V. Vovchenko, S. Schultenkämper, F. Bäumer, in: 2026 The Second International Conference on AI-Based Media Innovation, IARIA, n.d.","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.","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."},"author":[{"first_name":"Viktoriia","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229773","id":"252442","last_name":"Vovchenko","orcid":"0009-0004-9798-1112","full_name":"Vovchenko, Viktoriia"},{"first_name":"Sergej","id":"236164","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229775","last_name":"Schultenkämper","orcid":"0009-0005-6858-9813","full_name":"Schultenkämper, Sergej"},{"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"}],"publisher":"IARIA","date_updated":"2026-06-22T08:25:46Z"},{"title":"ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face Images","date_created":"2026-06-19T16:23:04Z","publication":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","publication_status":"accepted","keyword":["Deepfakes","Image forensics","Diffusion models","Computer vision"],"publication_identifier":{"isbn":["978-1-68558-449-8"]},"type":"conference","user_id":"220548","date_updated":"2026-06-22T07:54:10Z","author":[{"orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229244","id":"252442","first_name":"Viktoriia","last_name":"Vovchenko","full_name":"Vovchenko, Viktoriia","orcid":"0009-0004-9798-1112"},{"last_name":"Barberi","full_name":"Barberi, Vincenzo","first_name":"Vincenzo"},{"full_name":"Schultenkämper, Sergej","orcid":"0009-0005-6858-9813","last_name":"Schultenkämper","orcid_put_code_url":"https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229246","id":"236164","first_name":"Sergej"},{"orcid":"0000-0002-0826-0144","full_name":"Bäumer, Frederik","last_name":"Bäumer","first_name":"Frederik","id":"241734","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229247"}],"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."},"conference":{"location":"Porto, Portugal","name":"2026 The First International Conference on Security and Cybersecurity in the AI and Digital Context","end_date":"2026-06-11","start_date":"2026-06-05"},"status":"public","year":"2026","_id":"6998","language":[{"iso":"eng"}]},{"citation":{"ama":"Schultenkämper S, Vovchenko V, Bäumer F. Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking. In: IEEE, ed. <i>The 13th IEEE International Workshop on Semantic Computing for Social Networking: From User Information to Social Knowledge and Ethical AI</i>. ; 2025. 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>The 13th IEEE International Workshop on Semantic Computing for Social Networking: From User Information to Social Knowledge and Ethical AI</i>, edited by IEEE, 2025, doi:<a href=\"https://doi.org/10.1109/ICSC64641.2025.00045\">10.1109/ICSC64641.2025.00045</a>.","chicago":"Schultenkämper, Sergej, Viktoriia Vovchenko, and Frederik Bäumer. “Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking.” In <i>The 13th IEEE International Workshop on Semantic Computing for Social Networking: From User Information to Social Knowledge and Ethical AI</i>, edited by 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: IEEE (Ed.), The 13th IEEE International Workshop on Semantic Computing for Social Networking: From User Information to Social Knowledge and Ethical AI, 2025.","apa":"Schultenkämper, S., Vovchenko, V., &#38; Bäumer, F. (2025). Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking. In IEEE (Ed.), <i>The 13th IEEE International Workshop on Semantic Computing for Social Networking: from user information to social knowledge and ethical AI</i>. Laguna Hills, CA. <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={The 13th IEEE International Workshop on Semantic Computing for Social Networking: from user information to social knowledge and ethical AI}, author={Schultenkämper, Sergej and Vovchenko, Viktoriia and Bäumer, Frederik}, editor={IEEEEditor}, year={2025} }","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: <span style=\"font-variant:small-caps;\">IEEE</span> (Hrsg.): <i>The 13th IEEE International Workshop on Semantic Computing for Social Networking: from user information to social knowledge and ethical AI</i>, 2025","ieee":"S. Schultenkämper, V. Vovchenko, and F. Bäumer, “Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking,” in <i>The 13th IEEE International Workshop on Semantic Computing for Social Networking: from user information to social knowledge and ethical AI</i>, Laguna Hills, CA, 2025."},"author":[{"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/180728496","first_name":"Sergej"},{"last_name":"Vovchenko","orcid":"0009-0004-9798-1112","full_name":"Vovchenko, Viktoriia","first_name":"Viktoriia","id":"252442"},{"first_name":"Frederik","orcid_put_code_url":"https://api.orcid.org/v2.0/0000-0002-0826-0144/work/180728497","id":"241734","last_name":"Bäumer","orcid":"0000-0002-0826-0144","full_name":"Bäumer, Frederik"}],"conference":{"end_date":"2025-02-05","start_date":"2025-02-03","location":"Laguna Hills, CA","name":"IEEE International Conference on Semantic Computing"},"status":"public","doi":"10.1109/ICSC64641.2025.00045","date_updated":"2026-06-22T07:57:02Z","year":"2025","_id":"5407","language":[{"iso":"eng"}],"quality_controlled":"1","department":[{"_id":"4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21"}],"title":"Enhancing Social Media Summarization with Instruction Tuned Large Language Models and Adaptive Summary Ranking","date_created":"2025-01-27T08:57:14Z","type":"conference","project":[{"_id":"f432a2ee-bceb-11ed-a251-a83585c5074d","name":"Institute for Data Science Solutions"}],"user_id":"220548","corporate_editor":["IEEE"],"alternative_id":["7001"],"publication":"The 13th IEEE International Workshop on Semantic Computing for Social Networking: from user information to social knowledge and ethical AI","publication_status":"published"}]