Group leader:
Group members:
Submitted
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Submitted. Semantic Depth Matters: Explaining Errors of Deep Vision Networks through Perceived Class Similarities. arXiv preprint.
2025
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2025. Through the Thicket: A Study of Number-Oriented LLMS Derived from Random Forest Models. Journal of Artificial Intelligence and Soft Computing Research. 15(3)
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2025. Quantum-aware Transformer model for state classification. International Conference on Computational Science 2025.
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2025. Move Over Law Compliance Analysis Utilizing a Deep Learning Computer Vision Approach. Applied Sciences. 15(4)
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2025. Potential of quantum machine learning for processing multispectral Earth observation data. Bulletin of the Polish Academy of Sciences Technical Sciences. 73(5)
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2025. Vehicle-to-Infrastructure System Prototype for Intersection Safety. Applied Sciences. 15(17)
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2025. Deep learning approach for automatic assessment of schizophrenia and bipolar disorder in patients using R-R intervals. PLOS Computational Biology. 21
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2025. Challenges associated with the integration of Large Multimodal Models for waste sorting. 6th Polish Conference on Artificial Intelligence (PP-RAI 2025).
2024
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2024. Assessment of symptom severity in psychotic disorder patients based on heart rate variability and accelerometer mobility data. Computers in Biology and Medicine. 176
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2024. Through the Thicket: A Study of Number-Oriented LLMs derived from Random Forest Models. arXiv preprint arXiv:2406.04926.
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2024. Efficient Numerical Calibration of Water Delivery Network Using Short-Burst Hydrant Trials. arXiv preprint arXiv:2410.02772.
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2024. What Could be Achieved with a Million Qubits Quantum Annealer in Remote Sensing? IGARSS 2024-2024 IEEE International Geoscience and Remote Sensing Symposium.
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2024. Calibration of Water Demand Network Through a Machine Learned Digital Twin Model. 5th Polish Conference on Artificial Intelligence (PP-RAI 2024).
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2024. Poster: Explainable classification of multimodal time series using LLMs. 5th Polish Conference on Artificial Intelligence (PP-RAI 2024).
2023
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2023. Link failure prediction in LoRa networks. International Wireless Communications and Mobile Computing Conference, IWCMC.
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2023. Detection of emergent leaks using machine learning approaches. Water Supply. 23(6)
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2023. Hyperspectral Imaging as a Facile and Non-Destructive Method for Size Analysis of Gold Nanoparticles Deposited on Porous Materials. Particle & Particle Systems Characterization.
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2023. A Simple and Effective Classifier for the Detection of Psychotic Disorders based on Heart Rate Variability Time Series. Information Technologies – Applications and Theory 2023. 3498
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2023. Hyper-Spectral Image Classification Using Adiabatic Quantum Computation. IGARSS 2023 - 2023 IEEE International Geoscience and Remote Sensing Symposium.
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2023. Machine Learning for Water Leak Detection and Localization in the WaterPrime Project. Wojciechowski A.(Ed.), Lipiński P.(Ed.)., Progress in Polish Artificial Intelligence Research 4, Seria: Monografie Politechniki Łódzkiej Nr. 2437, Wydawnictwo Politechniki Łódzkiej, Łódź 2023, ISBN 978-83-66741-92-8, doi: 10.34658/9788366741928..
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2023. Continual learning of a time series model using a mixture of HMMs with application to the IoT fuel sensor verification. Proceedings of the 18th Conference on Computer Science and Intelligence Systems, FedCSIS 2023, Warsaw, Poland, September 17-20, 2023.
2022
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2022. Improving Autoencoder Training Performance for Hyperspectral Unmixing with Network Reinitialisation. 21st International Conference on Image Analysis and Processing. 13231
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2022. Energy-Aware Algorithm for Assignment of Relays in LPWAN. Transactions on Sensor Networks. 18(4)
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2022. Improving Autoencoders Performance for Hyperspectral Unmixing Using Clustering. Asian Conference on Intelligent Information and Database Systems. 1716
2021
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2021. A dataset for evaluating blood detection in hyperspectral images. Forensic Science International. 320
2020
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2020. Effective Training of Deep Convolutional Neural Networks for Hyperspectral Image Classification through Artificial Labeling. Remote Sensing. 12(16)
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2020. Anomaly detection in hyperspectral remote sensing images. Hyperspectral Remote Sensing: Theory & Applications.
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2020. Blood Stain Classification with Hyperspectral Imaging and Deep Neural Networks. Sensors. 20(Recent Advances in Multi- and Hyperspectral Image Analysis)
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2020. Comparison of the Surface Thermal Patterns of Horses and Donkeys in Infrared Thermography Images. Animals. 10(12):2201.
2019
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2019. A Spatial-Spectral Disagreement-Based Sample Selection With an Application to Hyperspectral Data Classification. IEEE Geoscience and Remote Sensing Letters. 16:467-471.
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2019. Band selection with Higher Order Multivariate Cumulants for small target detection in hyperspectral images. PP-RAI'2019. :p.121.
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2019. Unsupervised deep learning approach to hyperspectral anomaly detection. PP-RAI'2019.
2018
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2018. Application of hyperspectral imaging and Machine Learning methods for the detection of gunshot residue patterns. Forensic Science International. 290
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2018. Adaptive, Hubness-Aware Nearest Neighbour Classifier with Application to Hyperspectral Data. Computer and Information Sciences.
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2018. Matrix and Tensor-Based Approximation of 3D Face Animations from Low-Cost Range Sensors. Computer and Information Sciences.
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2018. Automatic pigment identification from hyperspectral data. Journal of Cultural Heritage. 31:1-12.
2017
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2017. Quantum hidden Markov models based on transition operation matrices. Quantum Information Processing. 16:101.
2016
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2016. Parameter Estimation for HOSVD-based Approximation of Temporally Coherent Mesh Sequences. Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications.
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2016. Semi-supervised hyperspectral classification from a small number of training samples using a co-training approach. ISPRS Journal of Photogrammetry and Remote Sensing. 121:60-76.
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2016. Two Stage SVM Classification for Hyperspectral Data. Proceedings of the 5th International Conference on Pattern Recognition Applications and Methods - Volume 1: ICPRAM.
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2016. Performance of Interest Point Descriptors on Hyperspectral Images. Proceedings of the 11th Joint Conference on Computer Vision, Imaging and Computer Graphics Theory and Applications - Volume 3: VISAPP.
2015
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2015. Classification of LPG clients using the Hurst exponent and the correlation coeficient. Theoretical and Applied Informatics. 27(1):13–24.
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2015. Experimental Evaluation of Selected Approaches to Covariance Matrix Regularization. Artificial Intelligence and Soft Computing. 9120:391-401.
2014
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2014. Dimensionality reduction of dynamic animations using HO-SVD. Lecture Notes in Artificial Intelligence. 8467:757–768.
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2014. Surface Mixture Models for the Optimization of Object Boundary Representation. Artificial Intelligence and Soft Computing, Lecture Notes in Computer Science 8467. :703–714.
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2014. Natural hand gestures for human identification in a Human-Computer Interface. Image Processing Theory Tools and Applications (IPTA), 2014 4th International Conference on. :404–409.
2013
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2013. Aplikacje Sieci Świadomej Treści. Inżynieria Internetu przyszłości część 2.
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2013. Compression of animated 3D models using HO-SVD. arXiv:1310.1240.
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2013. Dimensionality Reduction of Dynamic Mesh Animations Using HO-SVD. Journal of Artificial Intelligence and Soft Computing Research. 3:277–289.
2012
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2012. Do we need complex models for gestures? A comparison of data representation and preprocessing methods for hand gesture recognition Artificial Intelligence and Soft Computing Lecture Notes in Computer Science 7267. :477–485.
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2012. Aplikacje sieci świadomej treści. Przegląd telekomunikacyjny. :1491–1502.
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2012. Estimation of the number of states for gesture recognition with Hidden Markov Models based on the number of critical points in time sequence. Pattern Recognition Letters.
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2012. Choosing and Modeling the Hand Gesture Database for a Natural User Interface. Gesture and Sign Language in Human-Computer Interaction and Embodied Communication.
2011
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2011. The Effect of Multiple Training Sequences on HMM Classification of Motion Capture Gesture Data. Computer Recognition Systems. 4:365–373.
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2011. Virtual Museum as an Example of 3D Content Distribution in the Architecture of a Future Internet. Computer Networks 2011. Communications in Computer and Information Science 160.. :459–464.
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2011. Eigengestures for natural human computer interface. Man-Machine Interactions 2. :49–56.
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2011. Gesture data modeling and classification based on critical points approximation. Advances in Intelligent and Soft Computing, 2011, Volume 95, Computer Recognition Systems 4,. 95:365–373.
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2011. Choosing and modeling hand gesture database for natural user interface. GW 2011: the 9th International Gesture in Embodied Communication and Human-Computer InteractionWorkshop.
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2011. Unsupervised Parameter Selection for Gesture Recognition with Vector Quantization and Hidden Markov Models. Lecture Notes in Computer Science, Human-Computer Interaction – INTERACT. 6949
2010
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2010. Optimization of a Vector Quantizer's Quality for 3D Mesh Applications. Theoretical and Applied Informatics. 22:131–140.
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2010. Progressive 3D meshes transmission: traffic generating and simulation evaluation. Theoretical and Applied Informatics. 22:247–259.
2009
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2009. 3D Mesh Approximation Using Vector Quantization. Advances in Soft Computing. 57/2009:71–78.
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2009. 3D Mesh Identification Using Random Walks and Hidden Markov Models. Image Processing & Communications Challenges. :302–308.
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2009. Modeling of Internet 3D Traffic Using Hidden Markov Models. Advances in Intelligent and Soft Computing. 64
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2009. IMAGE CODING WITH CONTOURLET / WAVELET TRANSFORMS AND SPIHT ALGORITHM:AN EXPERIMENTAL STUDY. proc. of IMAGAPP 2009, International Conference on Imaging Theory and Applications, Lisboa, Portugal, 2009..
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2009. Detection of interest points on 3D data: extending the Harris operator. 6th International Conference on Computer Recognition Systems.
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2009. Interaktywna kinezyterapia dzieci z płaskostopiem. Aktualne Problemy Biomechaniki. :211–214.
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2009. Laboratory for the exploration of virtual 3D environments. Annual Report 2009. :57–59.
2008
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2008. Transmission of scalable video streams. Proceedings from the 4th Euro-NGI Workshop on New trends in network architectures and services.
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2008. Experimental rate distortion analysis of image coder with contourlet transform and SPIHT algorithm. Theoretical and Applied Informatics.
2007
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2007. Context selection for efficient bit modeling of contourlet transform coefficients. Theoretical and Applied Informatics. 19:135–146.
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2007. Image Language Terminal Symbols from Feature Analysis. IEEE International Workshop on Imaging Systems and Techniques – IST.
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2007. Computer Recognition Systems 2.
2006
2005
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2005. Analysis of fGn and http requests traces using localized multiscale H parameter estimation. Symposium on Applications & The Internet.
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2005. Modeling Connection State with Kernel PCA. 2nd EuroNGI Workshop on New Trends in Modeling, Quantitative Methods and Measurements.
2004
2002
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2002. Kształtowanie ruchu w routerach pracujących w systemie Linux. Studia Informatica. 23
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2002. Modelowanie stacji roboczych w sieci ATM przy użyciu symulatora OMNeT++. Studia Informatica. 23
