CONTENTS


1.	3D Reconstruction of Non-Visible Surfaces of Objects from a Single Depth View – Comparative Study	Staszak R., Michałek P., Chudziński J., Kopicki M., Belter D.	........................................................................................	19
2.	Challenges of Crop Classification from Satellite Imagery with Eurocrops Dataset	Aszkowski P., Kraft M.	........................................................................................	25
3.	Do We Always Need AI for Image Colorization?	Śluzek A.	........................................................................................	31
4.	Fault Diagnosis in a Squirrel-Cage Induction Motor Using Thermal Imaging	Piechocki M., Kraft M., Pajchrowski T.	........................................................................................	37
5.	Objective Hybrid Quality Assessment of Binary Images with the Use of Shallow Neural Networks	Kopytek M., Okarma K.	........................................................................................	43
6.	One-point Hough Transform with Centred Accumulator	Chmielewski L. J., Bator M., Gajowniczek K.	........................................................................................	49
7.	Pedestrian Detection with High-resolution Event Camera	Wzorek P., Kryjak T.	........................................................................................	55
8.	Recognition of Shoplifting Activities in CCTV Footage Using the Combined CNN-RNN Model	Kirichenko L., Pichugina O., Sydorenko B., Yakovlev S.	........................................................................................	61
9.	Spotting Advertisements from Above: Billboard Detection and Segmentation in UAV Imagery	Ptak B., Dominiak J., Kraft M.	........................................................................................	67
10.	Transformers Neural Networks Applications in Different Computer Vision Tasks	Brodzicki A., Piekarski M., Kostuch A., Noworolnik F., Aleksandrowicz M., Wójcicka A., Jaworek-Korjakowska J.	........................................................................................	73
11.	Weak Supervision in Enemy Detection Based on Computer Game Output Video Stream	Rajtar J., Szajerman D.	........................................................................................	81
12.	A Comparison of Shallow Explainable Artificial Intelligence Methods against Grammatical Evolution Approach	Sepioło D., Ligęza A.	........................................................................................	89
13.	Clustering Dilemmas – A Study of the Request of Homogenicity within Clusters Versus Diversity Between Clusters	Kłopotek M. A.	........................................................................................	95
14.	Contextual ES-adRNN with Attention Mechanisms for Forecasting	Smyl S., Dudek G., Pełka P.	........................................................................................	101
15.	Graph-Supported Preparation of GIS Machine Learning Datasets	Ernst S.	........................................................................................	107
16.	Hashtag Similarity Based on Laplacian Eigenvalue Spectrum	Starosta B., Kłopotek M. A., Wierzchoń S. T.	........................................................................................	113
17.	Improvement of Attention Mechanism Explainability in Prediction of Chemical Molecules’ Properties	Durys B., Tomczyk A.	........................................................................................	119
18.	On Usefulness of Dominance Relation for Selecting Counterfactuals from the Ensemble of Explainers	Stępka I., Lango M., Stefanowski J.	........................................................................................	125
19.	Towards Detection of Unknown Polymorphic Patterns Using Prior Knowledge	Kucharski P., Ślot K.	........................................................................................	131
20.	AI-driven Ecodriving and ETA Solutions for Truck Transport	Lipiński P., Morawski M., Napieralski P., Nowok P., Zawiślak B., Hojdys L., Lazar M., Lazarek P., Zając N., Pizoń S., Jakubiec R., Sienkiewicz J., Gołąbek S., Kabocik M., Fedrizzi S., Kuliga M., Frączkiewicz M., Malarz M., Puchalski J., Danysz E., Grajcarek M.	........................................................................................	139
21.	Analysis of Surface EMG Signals to Control of a Bionic Hand Prototype	Pieprzycki A., Król D., Wawryka P., Łachut K., Hamera M., Srebro B.	........................................................................................	145
22.	Brief Overview of Selected Research Directions and Applications of Process Mining in KRaKEn Research Group	Kluza K., Zaremba M., Sepioło D., Wiśniewski P., Adrian W. T., Gaudio M. T., Jemioło P., Adrian M., Jobczyk K., Ślażyński M., Stachuta-Terlecka B., Ligęza A.	........................................................................................	151
23.	Carbon Footprint Reduction of a Petrochemical Process Supported by ML and Digital Twin modelling	Kulikowski S., Romanowski A., Sierszeń A.	........................................................................................	157
24.	Digital Twin for Training Set Generation for Unexploded Ordnance Classification	Ściegienka P., Blachnik M.	........................................................................................	163
25.	Energy Dissipation Anomalies in Buildings	Morawski M., Tomczyk A., Idaczyk M.	........................................................................................	165
26.	Identification of Damaged AIS Data Based on Clustering and Multi-Label Classification	Szarmach M., Czarnowski I.	........................................................................................	167
27.	Integrating Anomaly Detection for Enhanced Data Protection in Cloud-Based Applications	Czerkas K., Drozd M., Duraj A., Lichy K., Lipiński P., Morawski M., Napieralski P., Puchała D., Kwapisz M., Warcholiński A., Karbowańczyk M., Wosiak P.	........................................................................................	173
28.	Learning Non-Differentiable Graphs of Utility AI	Świechowski M.	........................................................................................	181
29.	Lessons Learned from a Smart City Project with Citizen Engagement	Ernst S., Zaworski K., Sokołowski P., Salwa G.	........................................................................................	187
30.	Machine Learning for Water Leak Detection and Localization in the WaterPrime Project	Głomb P., Romaszewski M., Cholewa M., Koral W., Madej A., Skrabski M., Kołodziej K.	........................................................................................	193
31.	Performance Analysis of Machine Learning Platforms Using Cloud Native Technology on Edge Devices	Cłapa K., Grudzień K., Sierszeń A.	........................................................................................	195
32.	RNN-based Phase Unwrapping for Enabling Vital Parameter Monitoring with FMCW Radars	Łuczak P., Hausman S., Ślot K.	........................................................................................	201
33.	Statistical Method for Photovoltaic Power Forecasting Basing on Signal Components Decomposition	Parczyk P., Burduk R.	........................................................................................	207
34.	Text-to-music Models and Their Evaluation Methods	Modrzejewski M., Rokita P.	........................................................................................	213
35.	Towards Ontology-Driven Verification of Car Claims Settlement	Pancerz K., Wolski J.	........................................................................................	219
36.	Using Security Games against Wild Dumping Sites	Adrian M., Markiewicz J.	........................................................................................	225
37.	VideoAI – System for Synchronization of Electronic Program Guides	Wasilewski J., Sochaj B., Gaca A.	........................................................................................	231
38.	Identification of Melanocytic Skin Lesions Using Deep Learning Methods	Paja W., Szkoła J., Pancerz K., Sarzyński J., Żychowska M.	........................................................................................	239
39.	Loss Function Influence on Uncertainty Estimation for White Matter Lesions 3D Segmentation in a Shifted Domain Setting	Kaczmarska M., Majek K.	........................................................................................	245
40.	Multi-task Learning for Classification, Segmentation, Reconstruction, and Detection on Chest CT Scans	Hryniewska-Guzik W., Kędzierska M., Biecek P.	........................................................................................	251
41.	Supporting Surgical Training with the Help of Computer Vision and Machine Learning Methods	Forczmański P., Ryder Y. C., Mott N. M., Gross C. L., Yu J. B., Rooney D. M., Jeffcoach D. R., Bidwell S., Anidi C., Rosenthal L., Kim G. J.	........................................................................................	259
42.	A Convolutional and Recurrent Neural Network-based Approach for Speech Emotion Recognition	Duch P., Wiatrowska I., Kapusta P.	........................................................................................	267
43.	Aaron Earned an Iron Urn: Speech-to-IPA Models Improve Diagnostic of Pronunciation	Olejnik F., Stachowiak R., Krysińska I., Morzy M.	........................................................................................	273
44.	Anonymizer for Polish Language	Walkowiak T., Gniewkowski M., Pogoda M., Ropiak N.	........................................................................................	281
45.	A Hybrid Fuzzy-Rough Approach to Handling Missing Data in a Fall Detection System	Mroczek T., Gil D., Pękala B.	........................................................................................	285
46.	Customer Churn Analytics Using Monotonic Rules	Szeląg M., Słowiński R.	........................................................................................	287
47.	Application of Pawlak’s Conflict Model to Generate Coalitions of Local Tables with Similar Values on Conditional Attributes	Przybyła-Kasperek M., Kusztal K.	........................................................................................	293
48.	A Novel DNN-based Image Watermarking Algorithm	Kovačević S., Pavlović K., Djurović I.	........................................................................................	301
49.	Autoregressive Label-Conditioned Autoencoder for Controllable Image-To-Video Generation	Kubicki K., Ślot K.	........................................................................................	307
50.	Building Energy Use Intensity Prediction with Artificial Neural Networks	Stokfiszewski K., Sztoch P., Sztoch R., Wosiak A.	........................................................................................	313
51.	Grounded HyperSymbolic Representations Learned through Gradient-Based Optimization	Łuczak P., Ślot K., Kucharski J.	........................................................................................	319
52.	Increasing Skin Lesions Classification Rates using Convolutional Neural Networks with Invariant Dataset Augmentation and the Three-Point Checklist of Dermoscopy	Milczarski P., Borowski N., Beczkowski M.	........................................................................................	325
53.	A Novel Learning Multi-Swarm Particle Swarm Optimization	Borowska B.	........................................................................................	337
54.	Are Quantified Boolean Formulas Hard for Reason-Able Embeddings?	Potoniec J.	........................................................................................	343
55.	Dynamic Mutation Control in Continuous Genetic Algorithms	Wieczorek Ł., Ignaciuk P.	........................................................................................	349
56.	Local Energy Redistribution Units for Space Dimensionality Reduction in Data Classification	Puchała D.	........................................................................................	355
57.	MPTCP Congestion Control Algorithms for Streaming Applications – Performance Evaluation in Public Networks	Łuczak Ł. P., Ignaciuk P., Morawski M.	........................................................................................	361
58.	Optimized Mutation Operator in Evolutionary Approach to Stackelberg Security Games	Żychowski A., Mańdziuk J.	........................................................................................	367
59.	Simulation of the Quantum Heat Engine in the Quantum Register	Ostrowski M.	........................................................................................	373
60.	Socio-cognitive Flock-based Optimization	Urbańczyk A., Czech K., Byrski A.	........................................................................................	381
61.	A New Approach to Learning of 3D Characteristic Points for Vehicle Pose Estimation	Nowak T., Skrzypczyński P.	........................................................................................	389
62.	A Reinforcement Learning Framework for Motion Planning of Autonomous Vehicles	Orłowski M., Skruch P.	........................................................................................	395
63.	BDOT10k-seg: A Dataset for Semantic Segmentation	Kos A., Majek K.	........................................................................................	401
64.	Beacon-based Swarm Search and Rescue	Ratnayake S., Figat M.	........................................................................................	407
65.	Intelligent Anticipatory Mobile Robot Networks for Autonomous Fruit Harvesting	Skulimowski A. M. J., Karimi M.	........................................................................................	411
66.	Evolution of Robotic System Specification Methodology	Figat M., Zieliński C.	........................................................................................	421
67.	Improving RGB-D Visual Odometry with Depth Learned from a Better Sensor’s Output	Kostusiak A.	........................................................................................	429
68.	Mixing Synthetic and Real-world Datasets Strategy for Improved Generalization of the CNN	Młodzikowski K., Belter D.	........................................................................................	435
69.	NeRF-based RGB-D Images Generation in Robotics – Experimental Study	Kulecki B., Belter D.	........................................................................................	443
70.	Predictive User Interface for Emerging Experiences	Kapusta P. Duch P.	........................................................................................	449
71.	Semantic Segmentation for Autonomous Drone Delivery SUADD’23 Challenge	Mrukwa A., Majek K.	........................................................................................	451
72.	Semi-formal Methods for Security Informed Safety Assessment of Robotic Systems	Kharchenko V., Abakumov A., Yakovlev S.	........................................................................................	457
73.	Using Publicly Available Building Data to Improve 3D Map	Krygiel K., Majek K., Będkowski J.	........................................................................................	459
74.	AloneKnight – Enabling Affective Interaction within Mobile Video Games	Jemioło P., Świder K., Storman D., Adrian W. T.	........................................................................................	467
75.	AMUseBot: Towards Making the Most out of a Task-oriented Dialogue System	Christop I., Dudzic K., Krzymiński M.	........................................................................................	473
76.	Hierarchical Distributed Cluster-based Method for Robotic Swarms	Mastej B., Figat M.	........................................................................................	479
77.	Lung Xray Images Analysis for COVID-19 Diagnosis	Kloska A., Tarczewska M., Giełczyk A., Marciniak B.	........................................................................................	485
78.	On Parameters of Migration in PEA Computing	Biełaszek S., Byrski A.	........................................................................................	491
79.	On the Importance of the RGB-D Sensor Model in the CNN-based Robotic Perception	Zieliński M., Belter D.	........................................................................................	495
80.	On the Selection of a Machine Learning model in TinyML Devices – Preliminary Study	Puślecki T., Walkowiak K.	........................................................................................	501
81.	Valuing Passes in Actions Leading to the Third Zone on the Pitch with Machine Learning Methods	Tylka M., Wałęsa S., Girejko K., Kaczmarek J., Grzelak B., Piłka T.	........................................................................................	507

Statystyki dla Performance Analysis of Machine Learning Platforms Using Cloud Native Technology on Edge Devices