---
_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.'
author:
- first_name: Viktoriia
  full_name: Vovchenko, Viktoriia
  id: '252442'
  last_name: Vovchenko
  orcid: 0009-0004-9798-1112
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229773
- first_name: Sergej
  full_name: Schultenkämper, Sergej
  id: '236164'
  last_name: Schultenkämper
  orcid: 0009-0005-6858-9813
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229775
- first_name: Frederik
  full_name: Bäumer, Frederik
  id: '241734'
  last_name: Bäumer
  orcid: 0000-0002-0826-0144
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229776
citation:
  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'
  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.'
  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.'
  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}
    }'
  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.
  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.
  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.
  short: 'V. Vovchenko, S. Schultenkämper, F. Bäumer, in: 2026 The Second International
    Conference on AI-Based Media Innovation, IARIA, n.d.'
conference:
  end_date: 2026-07-09
  location: Nizza, Frankreich
  name: 2026 The Second International Conference on AI-based Media Innovation
  start_date: 2026-07-05
date_created: 2026-06-19T16:31:47Z
date_updated: 2026-06-22T08:25:46Z
keyword:
- segmentation
- model comparison
- face parsing
language:
- iso: eng
publication: 2026 The Second International Conference on AI-based Media Innovation
publication_status: accepted
publisher: IARIA
status: public
title: A Web-Based Platform for Interactive Comparison of Neural Network Image Segmentation
  Models
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '6998'
author:
- first_name: Viktoriia
  full_name: Vovchenko, Viktoriia
  id: '252442'
  last_name: Vovchenko
  orcid: 0009-0004-9798-1112
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0004-9798-1112/work/218229244
- first_name: Vincenzo
  full_name: Barberi, Vincenzo
  last_name: Barberi
- first_name: Sergej
  full_name: Schultenkämper, Sergej
  id: '236164'
  last_name: Schultenkämper
  orcid: 0009-0005-6858-9813
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0005-6858-9813/work/218229246
- first_name: Frederik
  full_name: Bäumer, Frederik
  id: '241734'
  last_name: Bäumer
  orcid: 0000-0002-0826-0144
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-0826-0144/work/218229247
citation:
  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>'
  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>.'
  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} }'
  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.
  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.
  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>.
  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.'
conference:
  end_date: 2026-06-11
  location: Porto, Portugal
  name: 2026 The First International Conference on Security and Cybersecurity in the
    AI and Digital Context
  start_date: 2026-06-05
date_created: 2026-06-19T16:23:04Z
date_updated: 2026-06-22T07:54:10Z
keyword:
- Deepfakes
- Image forensics
- Diffusion models
- Computer vision
language:
- iso: eng
publication: 2026 The First International Conference on Security and Cybersecurity
  in the AI and Digital Context
publication_identifier:
  isbn:
  - 978-1-68558-449-8
publication_status: accepted
status: public
title: ADRIAN InstructFace-Edit - Towards Robust Detection of AI-Manipulated Face
  Images
type: conference
user_id: '220548'
year: '2026'
...
---
_id: '5407'
alternative_id:
- '7001'
author:
- first_name: Sergej
  full_name: Schultenkämper, Sergej
  id: '236164'
  last_name: Schultenkämper
  orcid: 0009-0005-6858-9813
  orcid_put_code_url: https://api.orcid.org/v2.0/0009-0005-6858-9813/work/180728496
- first_name: Viktoriia
  full_name: Vovchenko, Viktoriia
  id: '252442'
  last_name: Vovchenko
  orcid: 0009-0004-9798-1112
- first_name: Frederik
  full_name: Bäumer, Frederik
  id: '241734'
  last_name: Bäumer
  orcid: 0000-0002-0826-0144
  orcid_put_code_url: https://api.orcid.org/v2.0/0000-0002-0826-0144/work/180728497
citation:
  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'
  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>'
  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}
    }'
  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>.'
  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.'
  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>.'
  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.'
conference:
  end_date: 2025-02-05
  location: Laguna Hills, CA
  name: IEEE International Conference on Semantic Computing
  start_date: 2025-02-03
corporate_editor:
- IEEE
date_created: 2025-01-27T08:57:14Z
date_updated: 2026-06-22T07:57:02Z
department:
- _id: 4b2dc5c9-bee3-11eb-b75f-ecc80f94fb21
doi: 10.1109/ICSC64641.2025.00045
language:
- iso: eng
project:
- _id: f432a2ee-bceb-11ed-a251-a83585c5074d
  name: Institute for Data Science Solutions
publication: 'The 13th IEEE International Workshop on Semantic Computing for Social
  Networking: from user information to social knowledge and ethical AI'
publication_status: published
quality_controlled: '1'
status: public
title: Enhancing Social Media Summarization with Instruction Tuned Large Language
  Models and Adaptive Summary Ranking
type: conference
user_id: '220548'
year: '2025'
...