Publications 2023

Query-Based Video Summarization with Pseudo Label Supervision

  • Jia-Hong Huang, Luka Murn, Marta Mrak, Marcel Worring
  • IEEE International Conference on Image Processing (ICIP) 2023
  • Paper Link

Prototype-based Dataset Comparison

  • Nanne van Noord
  • Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) 2023
  • Paper Link

Cross-modal Scalable Hyperbolic Hierarchical Clustering

  • Teng Long, Nanne van Noord
  • Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV) 2023
  • Paper Link

Blind Dates: Examining the Expression of Temporality in Historical Photographs

  • Alexandra Barancová, Melvin Wevers, Nanne van Noord
  • Proceedings of the Computational Humanities Research Conference 2023
  • Paper Link

MultiMedia Modeling

  • Stevan Rudinac, Alan Hanjalic, Cynthia Liem, Marcel Worring, Björn Þór Jónsson, Bei Liu, Yoko Yamakata
  • 29th International Conference, MMM 2023, Proceedings
  • Proceedings Link

Improving the Speed and Quality of Cancer Segmentation Using Lower Resolution Pathology Images

  • Jieyi Li, Anwar Osseyran, Ruben Hekster, Stevan Rudinac, Valeriu Codreanu, Damian Podareanu
  • Multimedia Tools and Applications
  • Paper Link

Artificial Intelligence (AI) in Forensic Sciences

  • Zeno Geradts, Katrin Franke
  • Wiley
  • Book Link

Hierarchical Explanations for Video Action Recognition

  • Sadaf Gulshad, Teng Long, Nanne van Noord
  • Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2023) Workshops
  • Paper Link

Causalainer: Causal Explainer for Automatic Video Summarization

  • Jia-Hong Huang, Chao-Han Huck Yang, Pin-Yu Chen, Min-Hung Chen, Marcel Worring
  • Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR 2023) Workshops
  • Paper Link

X-TRA: Improving Chest X-ray Tasks with Cross-Modal Retrieval Augmentation

  • Tom van Sonsbeek, Marcel Worring
  • International Conference on Information Processing in Medical Imaging
  • Paper Link

GIGO, Garbage In, Garbage Out: An Urban Garbage Classification Dataset

  • Maarten Sukel, Stevan Rudinac, Marcel Worring
  • International Conference on Multimedia Modeling
  • Paper Link

NonFactS: NonFactual Summary Generation for Factuality Evaluation in Document Summarization

  • Amir Soleimani, Christof Monz, Marcel Worring
  • Findings of the Association for Computational Linguistics: ACL 2023
  • Paper Link

PanorAMS: Automatic Annotation for Detecting Objects in Urban Context

  • Inske Groenen, Stevan Rudinac, Marcel Worring
  • IEEE Transactions on Multimedia
  • Paper Link

Interpol review of forensic video analysis, 2019–2022

  • Zeno Geradts, Quinten Riphagen
  • Forensic Science International: Synergy
  • Paper Link

Data Sanitization on eMMCs

  • Aya Fukami, Francesco Regazzoni, Zeno Geradts
  • Proceedings of the 28th Asia and South Pacific Design Automation Conference
  • Paper Link

Digital forensic investigation in the age of ChatGPT

  • Mark Scanlon, Bruce Nikkel, Zeno Geradts
  • Forensic Science International: Digital Investigation
  • Paper Link

Multi-Task Explainable Quality Networks for Large-Scale Forensic Facial Recognition

  • Andrea Macarulla Rodriguez, Luis Unzueta, Zeno Geradts, Marcel Worring, Unai Elordi
  • IEEE Journal of Selected Topics in Signal Processing
  • Paper Link

Improved Likelihood Ratios for Surveillance Video Face Recognition with Multimodal Feature Pairing

  • Andrea Macarulla Rodríguez, Zeno Geradts, Marcel Worring, Luis Unzueta
  • 2023 11th International Workshop on Biometrics and Forensics (IWBF)
  • Paper Link

Assessing data remnants in modern smartphones after factory reset

  • Mattheüs B Blankesteijn, Aya Fukami, Zeno Geradts
  • Forensic Science International: Digital Investigation
  • Paper Link

How do you feel? Measuring User-Perceived Value for Rejecting Machine Decisions in Hate Speech Detection

  • Philippe Lammerts, Philip Lippmann, Yen-Chia Hsu, Fabio Casati, Jie Yang
  • Proceedings of the 2023 AAAI/ACM Conference on AI, Ethics, and Society (AIES 2023)
  • Preprint

MATTE: Multi-task multi-scale attention

  • Gjorgji Strezoski, Nanne van Noord, Marcel Worring
  • Computer Vision and Image Understanding Journal
  • Paper Link

Meta Learning to Bridge Vision and Language Models for Multimodal Few-Shot Learning

  • Ivona Najdenkoska, Xiantong Zhen, Marcel Worring
  • International Conference on Learning Representations (ICLR), 2023
  • Preprint Link

Expert-Defined Keywords Improve Interpretability of Retinal Image Captioning

  • Ting-Wei Wu, Jia-Hong Huang, Joseph Lin, Marcel Worring
  • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV), 2023
  • Preprint Link

Probabilistic Integration of Object Level Annotations in Chest X-ray Classification

  • Tom van Sonsbeek, Xiantong Zhen, Dwarikanath Mahapatra, Marcel Worring
  • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
  • Preprint Link

Publications 2022

Association Graph Learning for Multi-Task Classification with Category Shifts

  • Jiayi Shen, Zehao Xiao, Xiantong Zhen, Cees G. M. Snoek, Marcel Worring
  • Conference on Neural Information Processing Systems (NeurIPS)
  • Preprint Link

Uncertainty-aware report generation for chest X-rays by variational topic inference

  • Ivona Najdenkoska, Xiantong Zhen, Marcel Worring, Ling Shao
  • Medical Image Analysis Journal (Runner-Up for the Best Paper Award)
  • Paper Link

Causal Video Summarizer for Video Exploration

  • Jia-Hong Huang, Chao-Han Huck Yang, Pin-Yu Chen, Andrew Brown, Marcel Worring
  • 2022 IEEE International Conference on Multimedia and Expo (ICME)
  • Paper Link

A survey of computational methods for iconic image analysis

  • Nanne van Noord
  • Digital Scholarship in the Humanities
  • Paper Link

Hyperbolic Image Segmentation

  • Mina Ghadimi Atigh, Julian Schoep, Erman Acar, Nanne van Noord, Pascal Mettes
  • Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • Paper Link

The Dawn of Quantum Natural Language Processing

  • Riccardo Di Sipio, Jia-Hong Huang, Samuel Yen-Chi Chen, Stefano Mangini, Marcel Worring
  • 2022 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP)
  • Paper Link

A strawman with machine learning for a brain: A response to Biedermann (2022) the strange persistence of (source) "identification" claims in forensic literature

  • Geoffrey Stewart Morrison, Daniel Ramos, Rolf JF Ypma, Nabanita Basu, Kim de Bie, Ewald Enzinger, Zeno Geradts, Didier Meuwly, David van der Vloed, Peter Vergeer, Philip Weber
  • Forensic Science International: Synergy
  • Preprint Link

Deepfake forensics: Cross-manipulation robustness of feedforward- and recurrent convolutional forgery detection methods

  • Frederic Chamot, Zeno Geradts, Evert Haasdijk
  • Forensic Science International: Digital Investigation
  • Paper Link

A quantitative comparison of automated cleaning techniques for web scraped image data of 'Smart Cities'

  • Bob de Witte, Soufiane Bouarfa, Zeno Geradts
  • Proceedings of the 4th International Conference on Image Processing and Machine Vision
  • Paper Link

Use of electric network frequency presence in video material for time estimation

  • Guus Frijters, Zeno Geradts
  • Journal of Forensic Sciences
  • Paper Link

Calibration of score based likelihood ratio estimation in automated forensic facial image comparison

  • Andrea Macarulla Rodriguez, Zeno Geradts, Marcel Worring
  • Forensic Science International
  • Paper Link

Experimental Evaluation of e.MMC Data Recovery

  • Aya Fukami, Sasha Sheremetov, Francesco Regazzoni, Zeno Geradts, Cees De Laat
  • IEEE Transactions on Information Forensics and Security
  • Paper Link

LifeLonger: A Benchmark for Continual Disease Classification

  • Mohammad Mahdi Derakhshani, Ivona Najdenkoska, Tom van Sonsbeek, Xiantong Zhen, Dwarikanath Mahapatra, Marcel Worring, Cees G. M. Snoek
  • International Conference on Medical Image Computing and Computer Assisted Intervention
  • Preprint Link

Learning to Automatically Generate Accurate ECG Captions

  • Mathieu Guido Geert Bartels, Ivona Najdenkoska, Rutger van de Leur, Arjan Sammani, Karim Taha, David M Knigge, Pieter A Doevendans, Marcel Worring, René van Es
  • International Conference on Medical Imaging with Deep Learning
  • Preprint Link

Non-Local Attention Improves Description Generation for Retinal Images

  • Jia-Hong Huang, Ting-Wei Wu, C.-H. Huck Yang, Zenglin Shi, I-Hung Lin, Jesper Tegner, Marcel Worring
  • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
  • Paper Link

Learning with Label Noise for Image Retrieval by Selecting Interactions

  • Sarah Ibrahimi, Arnaud Sors, Rafael Sampaio De Rezende, Stéphane Clinchant
  • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
  • Preprint Link

Extending CLIP for Category-to-image Retrieval in E-commerce

  • Mariya Hendriksen, Maurits Bleeker, Svitlana Vakulenko, Nanne van Noord, Ernst Kuiper, Maarten de Rijke
  • European Conference on Information Retrieval
  • Paper Link  |  Preprint Link

Publications 2021

AC-WGAN-GP: Augmenting ECG and GSR Signals using Conditional Generative Models for Arousal Classification

  • Andrei Furdui, Tianyi Zhang, Marcel Worring, Pablo Cesar, Abdallah El Ali
  • Adjunct Proceedings of the 2021 ACM International Joint Conference on Pervasive and Ubiquitous Computing
  • Paper Link  |  Preprint Link

NLQuAD: A Non-Factoid Long Question Answering Data Set

  • Amir Soleimani, Christof Monz, Marcel Worring
  • Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume
  • Paper Link  |  Preprint Link

Graph Neural Networks for Knowledge Enhanced Visual Representation of Paintings

  • Athanasios Efthymiou, Stevan Rudinac, Monika Kackovic, Marcel Worring, Nachoem Wijnberg
  • Proceedings of the 29th ACM International Conference on Multimedia
  • Paper Link  |  Preprint Link

Impact of Interaction Strategies on User Relevance Feedback

  • Omar Shahbaz Khan, Björn Þór Jónsson, Jan Zahálka, Stevan Rudinac, Marcel Worring
  • Proceedings of the 2021 International Conference on Multimedia Retrieval
  • Paper Link

Exquisitor at the Video Browser Showdown 2021: Relationships Between Semantic Classifiers

  • Omar Shahbaz Khan, Björn Þór Jónsson, Mathias Larsen, Liam Poulsen, Dennis C. Koelma, Stevan Rudinac, Marcel Worring, Jan Zahálka
  • International Conference on Multimedia Modeling
  • Paper Link  |  Preprint Link

Exquisitor at the Lifelog Search Challenge 2021: Relationships Between Semantic Classifiers

  • Omar Shahbaz Khan, Aaron Duane, Björn Þór Jónsson, Jan Zahálka, Stevan Rudinac, Marcel Worring
  • Proceedings of the 4th Annual on Lifelog Search Challenge
  • Paper Link

Generating Annotated High-Fidelity Images Containing Multiple Coherent Objects

  • Bryan Cardenas, Devanshu Arya, Deepak K. Gupta
  • 2021 IEEE International Conference on Image Processing
  • Paper Link  |  Preprint Link

Rotation Equivariant Siamese Networks for Tracking

  • Deepak K. Gupta, Devanshu Arya, Efstratios Gavves
  • Proceedings of the IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)
  • Paper Link

Improving Solar Cell Metallization Designs using Convolutional Neural Networks

  • Sumit Bhattacharya, Devanshu Arya, Debjani Bhowmick, Rajat Mani Thomas, Deepak Kumar Gupta
  • Deep Learning for Simulation (SimDL) workshop, ICLR
  • Preprint Link

Livestock Monitoring with Transformer

  • Bhavesh Tangirala, Ishan Bhandari, Daniel Laszlo, Deepak K. Gupta, Rajat M. Thomas, Devanshu Arya
  • The British Machine Vision Conference (BMVC)
  • Paper Link  |  Preprint Link

Contextualized Keyword Representations for Multi-Modal Retinal Image Captioning

  • Jia-Hong Huang, Ting-Wei Wu, Marcel Worring
  • Proceedings of the 2021 International Conference on Multimedia Retrieval
  • Paper Link  |  Preprint Link

GPT2MVS: Generative Pre-Trained Transformer-2 for Multi-Modal Video Summarization

  • Jia-Hong Huang, Luka Murn, Marta Mrak, Marcel Worring
  • Proceedings of the 2021 International Conference on Multimedia Retrieval
  • Paper Link  |  Preprint Link

DeepOpht: Medical Report Generation for Retinal Images via Deep Models and Visual Explanation

  • Jia-Hong Huang, C.-H. Huck Yang, Fangyu Liu, Meng Tian, Yi-Chieh Liu, Ting-Wei Wu, I-Hung Lin, Kang Wang, Hiromasa Morikawa, Hernghua Chang, Jesper Tegner, Marcel Worring
  • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
  • Paper Link

Deep Context-Encoding Network For Retinal Image Captioning

  • Jia-Hong Huang, Ting-Wei Wu, Chao-Han Huck Yang, Marcel Worring
  • 2021 IEEE International Conference on Image Processing (ICIP)
  • Paper Link  |  Preprint Link

Variational Multi-Task Learning with Gumbel-Softmax Priors

  • Jiayi Shen, Xiantong Zhen, Marcel Worring, Ling Shao
  • Advances in Neural Information Processing Systems 34 (NeurIPS 2021)
  • Paper Link

Learning with Label Noise for Image Retrieval by Selecting Interactions

  • Sarah Ibrahimi, Arnaud Sors, Rafael Sampaio de Rezende, Stéphane Clinchant
  • Proceedings of the IEEE/CVF Winter Conference on Applications of Computer Vision (WACV)
  • Paper Link  |  Preprint Link

Journal roles and responsibilities: Simplification and optimization

  • Bruce Nikkel, Zeno Geradts
  • Forensic Science International: Digital Investigation
  • Paper Link

Change and diversity

  • Zeno Geradts, Bruce Nikkel
  • Forensic Science International: Digital Investigation
  • Paper Link

A new model for forensic data extraction from encrypted mobile devices

  • Aya Fukami, Radina Stoykova, Zeno Geradts
  • Forensic Science International: Digital Investigation
  • Paper Link

Search and Explore Strategies for Interactive Analysis of Real-Life Image Collections with Unknown and Unique Categories

  • Floris Gisolf, Zeno Geradts, Marcel Worring
  • International Conference on Multimedia Modeling
  • Paper Link  |  Preprint Link

Factors that Influence PRNU-Based Camera-Identification via Videos

  • Lars de Roos, Zeno Geradts
  • Journal of Imaging
  • Paper Link

Variational Knowledge Distillation for Disease Classification in Chest X-Rays

  • Tom van Sonsbeek, Xiantong Zhen, Marcel Worring, Ling Shao
  • International Conference on Information Processing in Medical Imaging
  • Paper Link  |  Preprint Link

Inside Out Visual Place Recognition

  • Sarah Ibrahimi, Nanne van Noord, Tim Alpherts, Marcel Worring
  • The British Machine Vision Conference (BMVC)
  • Paper Link  |  Preprint Link

Stylistic Multi-Task Analysis of Ukiyo-e Woodblock Prints

  • Selina J. Khan, Nanne van Noord
  • The British Machine Vision Conference (BMVC)
  • Paper Link

The Met Dataset: Instance-level Recognition for Artworks

  • Nikolaos-Antonios Ypsilantis, Noa Garcia, Guangxing Han, Sarah Ibrahimi, Nanne Van Noord, Giorgos Tolias
  • Thirty-fifth Conference on Neural Information Processing Systems Datasets and Benchmarks Track (Round 2)
  • Paper Link

Automatic Annotations and Enrichments for Audiovisual Archives

  • Nanne van Noord, Christian Olesen, Roeland Ordelman, Julia Noordegraaf
  • Proceedings of the 13th International Conference on Agents and Artificial Intelligence
  • Paper Link  |  Preprint Link

GCNIllustrator: Illustrating the Effect of Hyperparameters on Graph Convolutional Networks

  • Ivona Najdenkoska, Jeroen den Boef, Thomas Schneider, Justo van der Werf, Reinier de Ridder, Fajar Fathurrahman, Marcel Worring
  • Proceedings of the 29th ACM International Conference on Multimedia
  • Paper Link  |  Preprint Link

Variational Topic Inference for Chest X-Ray Report Generation

  • Ivona Najdenkoska, Xiantong Zhen, Marcel Worring, Ling Shao
  • International Conference on Medical Image Computing and Computer-Assisted Intervention
  • Paper Link  |  Preprint Link

Publications 2020

Query-controllable Video Summarization

  • Jia-Hong Huang, Marcel Worring
  • Proceedings of the 2020 International Conference on Multimedia Retrieval
  • Paper Link

What You Feel, Is What You Like Influence of Message Appeals on Customer Engagement on Instagram

  • Robert Rietveld, Willemijn Van Dolen, Masoud Mazloom, Marcel Worring
  • Journal of Interactive Marketing
  • Paper Link

BERT for Evidence Retrieval and Claim Verification

  • European Conference on Information Retrieval
  • Amir Soleimani, Christof Monz, Marcel Worring
  • Paper Link

Developing a Crowdsourcing Application for Responsible Production in Africa

  • Robert Masua Bwana, André Baart, Victor de Boer, François Lenfant, Néné Morisho, Michelle Westermann-Behaylo, Marcel Worring
  • 12th ACM Conference on Web Science Companion
  • Paper Link  |  Preprint Link

II-20: Intelligent and pragmatic analytic categorization of image collections

  • Jan Zahálka, Marcel Worring, Jarke J. Van Wijk
  • IEEE Transactions on Visualization and Computer Graphics
  • Paper Link  |  Preprint Link

Fusing Structural and Functional MRIs using Graph Convolutional Networks for Autism Classification

  • Devanshu Arya, Richard Olij, Deepak K. Gupta, Ahmed El Gazzar, Guido Wingen, Marcel Worring, Rajat Mani Thomas
  • Proceedings of the Third Conference on Medical Imaging with Deep Learning
  • Paper Link  |  Preprint Link

OmniEyes: Analysis and Synthesis of Artistically Painted Eyes

  • Gjorgji Strezoski, Rogier Knoester, Nanne van Noord, Marcel Worring
  • International Conference on Multimedia Modeling
  • Paper Link  |  Dataset Link

Visual Analytics for Temporal Hypergraph Model Exploration

  • Maximilian T. Fischer, Devanshu Arya, Dirk Streeb, Daniel Seebacher, Daniel A. Keim, Marcel Worring
  • IEEE Transactions on Visualization and Computer Graphics
  • Paper Link  |  Preprint Link

Publications 2019

SILCO: Show a Few Images, Localize the Common Object

  • Tao Hu, Pascal Mettes, Jia-Hong Huang, Cees G. M. Snoek
  • Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  • Paper Link  |  Preprint Link

4-Connected Shift Residual Networks

  • Andrew Brown, Pascal Mettes, Marcel Worring
  • Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  • Paper Link

Multi-Task Learning with Task Routing

  • Gjorgji Strezoski, Nanne van Noord, Marcel Worring
  • Proceedings of the IEEE/CVF International Conference on Computer Vision (ICCV)
  • Paper Link

Learning Task Relatedness in MTL for Images in Context

  • Gjorgji Strezoski, Nanne van Noord, Marcel Worring
  • Proceedings of the 2019 on International Conference on Multimedia Retrieval
  • Paper Link  |  Preprint Link

HyperLearn:A Distributed Approach for Representation Learning in Datasets With Many Modalities

  • Devanshu Arya, Stevan Rudinac, Marcel Worring
  • Proceedings of the 27th ACM International Conference on Multimedia
  • Paper Link

Predicting Behavioural Patterns in Discussion Forums using Deep Learning on Hypergraphs

  • Devanshu Arya, Stevan Rudinac, Marcel Worring
  • 2019 International Conference on Content-Based Multimedia Indexing (CBMI)
  • Paper Link

Publications 2018

Embracing the Un Sustainable Development Goals? Big Data Analysis of Changes in the Corporate Sustainability Agenda

  • Ans Kolk, Arno Kourula, Niccol Pisani, Michelle Westermann-Behaylo, Marcel Worring
  • Academy of Management Global Proceedings
  • Paper Link

Category Specific Post Popularity Prediction

  • Masoud Mazloom, Iliana Pappi, Marcel Worring
  • International Conference on Multimedia Modeling
  • Paper Link  |  Preprint Link

Exploiting Relational Information in Social Networks using Geometric Deep Learning on Hypergraphs

  • Devanshu Arya, Marcel Worring
  • Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval
  • Paper Link