Comprehensive data-driven Risk and Threat Assessment Methods for the Early and Reliable Identification, Validation and Analysis of migration-related risks

Project Information

CRiTERIA

Grant agreement ID: 101021866

DOI 10.3030/101021866

Project closed

EC signature date 27 April 2021

Start date 1 September 2021

End date 31 August 2024

Funded under

• Secure societies - Protecting freedom and security of Europe and its citizens

Total cost € 4 890 177,50

EU contribution € 4 890 177,50

Coordinated by

GOTTFRIED WILHELM LEIBNIZ UNIVERSITAET HANNOVER
Germany

Deliverables

Documents, reports (8)

Human Rights Implications Checklist

Human rights implications checklist to be used in the planning and development of the CRiTERIA tools

First Release of Data Analysis Methods

This deliverable presents the first version of the developed methods for online content collection and audiovisual analysis Visual media analysis and annotation Automatic Speech Recognition and results of their preliminary evaluation

System Architecture & Technology Roadmap

THis report outlines the technology roadmap and specifications of the initial prototype interfacing the core platform with the information services of WP5 and WP6

Approaches for automated Explanation, Verification and Validation in Risk Analysis

This report will summarize the approaches for validation and explanation prioritized in T61 and T62

Data and Knowledge Management Plan

Plan that describes the data used in the project as well as the way the project deals with this data and with the knowledge created in the project

First Report on Communication and Dissemination

Report on the communication and dissemination activities performed The activities themselves will be tracked on a continuous basis see T93 and published in a consolidated manner within this deliverable

Dissemination and Communication Plan

Plan for the dissemination and communication activities of the project as well as of individual project partners For communication this will describe the communication strategy and planned actitivies channels timeline and formats Furthermore work on the projects identity a cohesive concept for representing the project to the outside visual identity as well as work on website and online social media presence will be summarized

Report of CRiTERIA Ethical Principles and Practices

This will document the ethical concerns CRiTERIA can come across and the way the partners are dealing with these concerns

Demonstrators, pilots, prototypes (1)

CRiTERIA Platform and Dashboard: First Prototype Release

D7.2 delivers an initial prototype including API framework, reflecting feedback from other WPs in terms of design and functionality.

Ethics Requirements (1)

H - Requirement No. 2

Templates of the informed consent forms and information sheets (in language and terms intelligible to the participants) including personal data processing must be submitted as a deliverable.

Publications

Peer reviewed articles (5)

T-TAME: Trainable Attention Mechanism for Explaining Convolutional Networks and Vision Transformers

Author(s): Mariano V. Ntrougkas, Nikolaos Gkalelis, Vasileios Mezaris
Published in: IEEE Access, Issue 12, 2024, Page(s) 76880-76900, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.1109/access.2024.3405788

Unveiling the silent majority: stance detection and characterization of passive users on social media using collaborative filtering and graph convolutional networks

Author(s): Zhiwei Zhou, Erick Elejalde
Published in: EPJ Data Science, Issue 13, 2024, ISSN 2193-1127
Publisher: Springer
DOI: 10.1140/epjds/s13688-024-00469-y

ViGAT: Bottom-up event recognition and explanation in video using factorized graph attention network

Author(s): Nikolaos Gkalelis; Dimitrios Daskalakis; Vasileios Mezaris
Published in: IEEE Access, 2022, ISSN 2169-3536
Publisher: Institute of Electrical and Electronics Engineers Inc.
DOI: 10.48550/arxiv.2207.09927

The social stratification of internal migration and daily mobility during the COVID-19 pandemic

Author(s): Erick Elejalde, Leo Ferres, Victor Navarro, Loreto Bravo, Emilio Zagheni
Published in: Scientific Reports, Issue 14, 2024, ISSN 2045-2322
Publisher: Nature Publishing Group
DOI: 10.1038/s41598-024-63098-5

Bridging Qualitative Data Silos: The Potential of Reusing Codings Through Machine Learning Based Cross-Study Code Linking

Author(s): Sergej Wildemann, Claudia Niederée, Erick Elejalde
Published in: Social Science Computer Review, Issue 42, 2024, Page(s) 760-776, ISSN 0894-4393
Publisher: SAGE Publications
DOI: 10.1177/08944393231215459

Conference proceedings (8)

Migration Reframed? A multilingual analysis on the stance shift in Europe during the Ukrainian crisis

Author(s): Sergej Wildemann, Claudia Niederée, Erick Elejalde
Published in: Proceedings of the ACM Web Conference 2023, Issue 5, 2023, Page(s) 2754-2764
Publisher: ACM
DOI: 10.1145/3543507.3583442

Masked Feature Modelling for the unsupervised pre-training of a Graph Attention Network block for bottom-up video event recognition

Author(s): Dimitrios Daskalakis, Nikolaos Gkalelis, Vasileios Mezaris
Published in: 2023 IEEE International Symposium on Multimedia (ISM), Issue abs/1807.03748, 2024, Page(s) 247-250
Publisher: IEEE
DOI: 10.1109/ism59092.2023.00047

ITI-CERTH participation in ActEV and AVS Tracks of TRECVID 2022

Author(s): Konstantinos Gkountakos; Damianos Galanopoulos; Despoina Touska; Konstantinos Ioannidis; Stefanos Vrochidis; Vasileios Mezaris; Ioannis Kompatsiaris
Published in: Proc. TRECVID 2022 Workshop, 2022
Publisher: NIST
DOI: 10.5281/zenodo.7431865

Are All Combinations Equal? Combining Textual and Visual Features with Multiple Space Learning for Text-Based Video Retrieval

Author(s): Damianos Galanopoulos; Vasileios Mezaris
Published in: Proc. ECCV 2022 Workshops, 2022
Publisher: Springer
DOI: 10.1007/978-3-031-25069-9_40

Cross-modal networks and dual softmax operation for MediaEval NewsImages 2022

Author(s): Galanopoulos, Damianos; Mezaris, Vasileios
Published in: Proc. 2022 Multimedia Evaluation Workshop (MediaEval'22), 2023
Publisher: CEUR
DOI: 10.5281/zenodo.7669743

Learning Visual Explanations for DCNN-Based Image Classifiers Using an Attention Mechanism

Author(s): Gkartzonika, Ioanna; Gkalelis, Nikolaos; Mezaris, Vasileios
Published in: Proc. ECCV 2022 Workshops, 2022
Publisher: Springer
DOI: 10.48550/arXiv.2209.11189

Gated-ViGAT: Efficient Bottom-Up Event Recognition and Explanation Using a New Frame Selection Policy and Gating Mechanism

Author(s): Gkalelis, Nikolaos; Daskalakis, Dimitrios; Mezaris, Vasileios
Published in: Proc. IEEE Int. Symposium on Multimedia (ISM), 2022
Publisher: IEEE
DOI: 10.1109/ISM55400.2022.00024

TAME: Attention Mechanism Based Feature Fusion for Generating Explanation Maps of Convolutional Neural Networks

Author(s): Ntrougkas, Mariano; Gkalelis, Nikolaos; Mezaris, Vasileios
Published in: Proc. IEEE Int. Symposium on Multimedia (ISM), 2022
Publisher: IEEE
DOI: 10.1109/ISM55400.2022.00014