dr inż. Katarzyna Filus

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Orcid ID: 

0000-0003-1303-9230

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adiunkt
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104

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Publikacje
Biblio RSS

Submitted

1. Filus, K., and M. Żarski, "Beyond Accuracy: Uncovering the Role of Similarity Perception and its Alignment with Semantics in Supervised Learning", arXiv preprint, Submitted.
2. Filus, K., M. Romaszewski, and M. Żarski, "Semantic Depth Matters: Explaining Errors of Deep Vision Networks through Perceived Class Similarities", arXiv preprint, Submitted.

2025

3. Filus, K., and S. Pokuciński, "SPHEREA: Synthetic dataset generation for equirectangular panoramas of home environments", Knowledge-Based Systems, In Press, 2025.
4. Filus, K., and J. Domańska, "How CNNs and ViTs perceive similarities between categories", European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML PKDD), 2025.
5. Filus, K., and J. Domańska, "What is the doggest dog? Examination of typicality perception in ImageNet-trained networks", Neural Networks, vol. 188, 2025.

2024

6. Filus, K., and J. Domańska, "Extracting coarse-grained classifiers from large Convolutional Neural Networks", Engineering Applications of Artificial Intelligence, vol. 138, 12/2024.
7. Siavvas, M., D. Tsoukalas, C. Marantos, L. Papadopoulos, C. Lamprakos, O. Matei, C. Strydis, M. Ali Siddiqi, P. Chrobocinski, K. Filus, et al., "SDK4ED: a platform for building energy efficient, dependable, and maintainable embedded software", Automated Software Engineering, 2024.
8. Machado-Guillen, G. de Jesus, J. M. Cruz-Duarte, S. E. Conant-Pablos, and K. Filus, "Harnessing Machine Learning for Reliable Weather Forecasting: Meteorological Impact on Sustainable Energy in Monterrey", IEEE Congress on Evolutionary Computation, 2024.
9. Pokuciński, S., K. Filus, and D. Mrozek, "Finding the Perfect Cut: Selection of the Best Cutting Point in Equirectangular Panoramas for Object Detection", International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, 2024.
10. Filus, K., J. Domańska, and J. Klamka, "Evaluating Convolutional Neural Networks via measuring similarity of their first-layer filters and Gabor filters", 32nd International Symposium on the Modeling, Analysis, and Simulation of Computer and Telecommunication Systems, 2024.
11. Filus, K., and J. Domańska, "Similarity-driven adversarial testing of neural networks", Knowledge-Based Systems, vol. 305, 12/2024.

2023

12. Filus, K., and J. Domańska, "Global Entropy Pooling Layer for Convolutional Neural Networks", Neurocomputing, vol. 555, 2023.
13. Sobczak, Ł., K. Filus, M. Halama, and J. Domańska, "Visual examination of relations between known classes for deep neural network classifiers.", 2023 IEEE International Conference on Big Data, Sorrento, Italy, IEEE, 01/2024, 2023.
14. Filus, K., and J. Domańska, "NetSat: Network Saturation Adversarial Attack", IEEE International Conference on Big Data (IEEE BigData 2023), Sorrento, Italy, 2023.
15. Halama, M., K. Filus, and J. Domańska, "Robust category recognition based on deep templates for educational mobile applications", 2023 IEEE International Conference on Big Data, Sorrento, Italy, IEEE International Conference on Big Data, 01/2024, 2023.
16. Kelesoglu, N., K. Filus, and J. Domańska, "HierAct: a Hierarchical Model for Human Activity Recognition in Game-Like Educational Applications", 2023 IEEE International Conference on Big Data, Sorrento, Italy , IEEE, 01/2024, 2023.
17. Filus, K., and J. Domańska, "Recycling of Generic ImageNet-trained Models for Smart-city Applications", The 10th IEEE International Conference on Data Science and Advanced Analytics (DSAA), Thessaloniki, Greece, IEEE, 2023.
18. Filus, K., and J. Domańska, "Software Vulnerabilities in TensorFlow-Based Deep Learning Applications", Computers & Security, vol. 124, 10/2022, 2023.

2022

19. Filus, K., Ł. Sobczak, J. Domańska, A. Domański, and R. Cupek, "Real-time testing of vision-based systems for AGVs with ArUco markers", IEEE International Conference on Big Data, Osaka, 17-20 December, 2022, IEEE, 2022.
20. Sobczak, Ł., K. Filus, J. Domańska, and A. Domański, "Building a real-time testing platform for unmanned ground vehicles with UDP Bridge", Sensors, vol. 22, issue 21, 2022.
21. Sobczak, Ł., K. Filus, J. Domańska, and A. Domański, "Finding the best hardware configuration for 2D SLAM in indoor environments via simulation based on Google Cartographer", Scientific Reports, vol. 12, 2022.
22. Marek, D., A. Domański, J. Domańska, J. Szyguła, T. Czachórski, J. Klamka, and K. Filus, "Approximation Models for the Evaluation of TCP/AQM Networks", Bulletin of the Polish Academy of Sciences, Technical Sciences (BPASTS), vol. 70, issue 4, 2022.
23. Filus, K., and J. Domańska, "NAM: What Does a Neural Network See?", International Joint Conference on Neural Networks (IJCNN 2022), IEEE WCCI 2022, Padova, 18-23 July, 2022, IEEE, 2022.
24. Marek, D., J. Szyguła, A. Domański, J. Domańska, K. Filus, and M. Szczygieł, "Adaptive Hurst-Sensitive Active Queue Management", Entropy, vol. 24, issue 3, 2022.
25. Filus, K., S. Nowak, J. Domańska, and J. Duda, "Cost-Effective Filtering of Unreliable Proximity Detection Results Based on BLE RSSI and IMU Readings Using Smartphones", Scientific Reports, vol. 12, issue 1, 2022.

Strony

Historia zmian

Data aktualizacji: 14/08/2025 - 15:02; autor zmian: Katarzyna Filus (kfilus@iitis.pl)