Multimediální a 3D data jsou důležitými a potřebnými daty pro vzrůstající počet aplikací moderních počítačových systémů, v nichž je jejich využití nenahraditelné. Současně je známo, že zpracování takových dat je obtížné a výpočetně náročné a to platí i o jejich zobrazování a analýze. Proto je výzkum v této oblasti jedním z obtížnějších a důležitých. Projekt navazuje na dřívější projekt "Moderní metody zpracování, analýzy a zobrazování multimediálních a 3D dat".

FIT-S-23-8278

čeština

Zemčík Pavel, prof. Dr. Ing., dr. h. c. - hlavní řešitel
Bambušek Daniel, Ing. - spoluřešitel
Bartl Vojtěch, Ing., Ph.D. - spoluřešitel
Bažout David, Ing. - spoluřešitel
Beneš Karel, Ing., Ph.D. - spoluřešitel
Beran Vítězslav, doc. Ing., Ph.D. - spoluřešitel
Bobák Petr, Ing., Ph.D. - spoluřešitel
Brukner Jan, Ing. - spoluřešitel
Burget Lukáš, doc. Ing., Ph.D. - spoluřešitel
Čadík Martin, doc. Ing., Ph.D. - spoluřešitel
Černocký Jan, prof. Dr. Ing. - spoluřešitel
Dobeš Petr, Ing. - spoluřešitel
Dočekal Martin, Ing. - spoluřešitel
Fajčík Martin, Ing., Ph.D. - spoluřešitel
Hanák Jiří, Ing., Ph.D. - spoluřešitel
Herout Adam, prof. Ing., Ph.D. - spoluřešitel
Hříbek David, Ing. - spoluřešitel
Chlubna Tomáš, Ing., Ph.D. - spoluřešitel
Chudý Peter, doc. Ing., Ph.D., MBA - spoluřešitel
Kapinus Michal, Ing., Ph.D. - spoluřešitel
Karas Matej, Ing. - spoluřešitel
Kišš Martin, Ing. - spoluřešitel
Klepárník Petr, Ing., Ph.D. - spoluřešitel
Kocour Martin, Ing. - spoluřešitel
Kohút Jan, Ing. - spoluřešitel
Landini Federico Nicolás, Ph.D. - spoluřešitel
Maršík Lukáš, Ing. - spoluřešitel
Mošner Ladislav, Ing. - spoluřešitel
Munzar Milan, Ing. - spoluřešitel
Nguyen Son Hai, Ing. - spoluřešitel
Nosko Svetozár, Ing., Ph.D. - spoluřešitel
Novák Jiří, Ing., Ph.D. - spoluřešitel
Omachtová Alena, Ing. - spoluřešitel
Ondřej Karel, Ing. - spoluřešitel
Pavlus Ján, Ing. - spoluřešitel
Peng Junyi - spoluřešitel
Polášek Tomáš, Ing. - spoluřešitel
Reich Bořek, Ing. - spoluřešitel
Smrž Pavel, doc. RNDr., Ph.D. - spoluřešitel
Španěl Michal, doc. Ing., Ph.D. - spoluřešitel
Špaňhel Jakub, Ing., Ph.D. - spoluřešitel
Švec Ján, Ing. - spoluřešitel
Švec Tomáš, Ing. - spoluřešitel
Vlnas Michal, Ing. - spoluřešitel

Ústav počítačové grafiky a multimédií
- interní (1.1.2023 - 31.12.2025)
Fakulta informačních technologií
- příjemce (1.1.2023 - 31.12.2025)

BAŘINA, D.: fmm; FMM: Fast Matrix Multiplication. http://www.fit.vutbr.cz/research/prod/?id=871. URL: http://www.fit.vutbr.cz/research/prod/?id=871. (software)
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BAŘINA, D. Improved verification limit for the convergence of the Collatz conjecture. Journal of Supercomputing, 2025, vol. 81, no. 1, p. 1-14. ISSN: 1573-0484.
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KUBÍK, T.; GUIBAULT, F.; ŠPANĚL, M.; LOMBAERT, H. ToothForge: Automatic Dental Shape Generation using Synchronized Spectral Embeddings. Proceedings of Information Processing in Medical Imaging 2025. Kos: 2025. p. 1-14.
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KUMAR, S.; MADIKERI, S.; NIGMATULINA, I.; VILLATORO-TELLO, E.; MOTLÍČEK, P.; PANDIA, K.; DUBAGUNTA, P.; GANAPATHIRAJU, A. Multitask Speech Recognition and Speaker Change Detection for Unknown Number of Speakers. ICASSP 2024 - 2024 IEEE International Conference on Acoustics, Speech and Signal Processing (ICASSP). Seoul: IEEE Signal Processing Society, 2024. p. 12592-12596. ISBN: 979-8-3503-4485-1.
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RANGAPPA, P.; MUSCAT, A.; SANCHEZ-LARA, A.; MOTLÍČEK, P.; ANTONOPOULOU, M.; FOURFOURIS, I.; SKARLATOS, A.; AVGERINOS, N.; TSANGARIS, M.; KOSTKA, K. Detecting Criminal Networks via Non-Content Communication Data Analysis Techniques from the TRACY Project. Proceedings of the15th EAI International Conference on Digital Forensics & Cyber Crime (EAI-ICDF2C24). Dubrovnik: 2024. p. 1-15.
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BURDISSO, S.; RAMIREZ, A.; VILLATORO-TELLO, E.; SÁNCHEZ-VEGA, F.; LÓPEZ-MONROY, P.; MOTLÍČEK, P. DAIC-WOZ: On the Validity of Using the Therapist's prompts in Automatic Depression Detection from Clinical Interviews. Proceedings of the 6th Clinical Natural Language Processing Workshop. Association for Computational Linguistics. Mexico City: Association for Computational Linguistics, 2024. p. 82-90.
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ASHIHARA, T.; MORIYA, T.; HORIGUCHI, S.; PENG, J.; OCHIAI, T.; DELCROIX, M.; MATSUURA, K.; SATO, H. Investigation of Speaker Representation for Target-Speaker Speech Processing. Proc. 2024 IEEE Spoken Language Technology Workshop (SLT). Macao: IEEE Signal Processing Society, p. 423-430. ISBN: 979-8-3503-9225-8.
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ZULUAGA-GOMEZ, J.; VESELÝ, K.; SZŐKE, I.; BLATT, A.; MOTLÍČEK, P.; KOCOUR, M.; RIGAULT, M.; CHOUKRI, K.; PRASAD, A.; SARFJOO, S.; NIGMATULINA, I.; CEVENINI, C.; KOLČÁREK, P.; TART, A.; ČERNOCKÝ, J.; KLAKOW, D. ATCO2 corpus: A Large-Scale Dataset for Research on Automatic Speech Recognition and Natural Language Understanding of Air Traffic Control Communications has been verified and confirmed by the Action Editor. Journal of Machine Learning Research, vol. 2, no. 1, p. 1-45. ISSN: 1533-7928.
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ŠILLING, P.; ŠPANĚL, M. DEMIS: Electron Microscopy Image Stitching using Deep Learning Features and Global Optimisation. Proceedings of the 18th International Joint Conference on Biomedical Engineering Systems and Technologies - BIOIMAGING. Porto: Institute for Systems and Technologies of Information, Control and Communication, 2025. p. 255-256. ISBN: 978-989-758-731-3.
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NOVÁK, J.; CHUDÝ, P.; HANÁK, J. Model Predictive Control Driven Aerial Grasping with Soft Operational Constraints. In ICAS Proceedings. ICAS Proceedings. Florence: International Council of the Aeronautical Sciences, 2024. p. 1-15. ISSN: 2958-4647.
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CHLUBNA, T.; MILET, T.; ZEMČÍK, P. Out-of-Focus Artifacts Mitigation and Autofocus Methods for 3D Displays. Visual Informatics, 2024, vol. 9, no. 1, p. 31-42. ISSN: 2468-502X.
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MACIEJEWSKI, M.; KLEMENT, D.; HUANG, R.; WIESNER, M.; KHUDANPUR, S. Evaluating the Santa Barbara Corpus: Challenges of the Breadth of Conversational Spoken Language. In Proceedings of Interspeech 2024. Proceedings of Interspeech. Kos: International Speech Communication Association, 2024. p. 2155-2160. ISSN: 1990-9772.
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PEŠÁN, J.; JUŘÍK, V.; KARAFIÁT, M.; ČERNOCKÝ, J. BESST Dataset: A Multimodal Resource for Speech-based Stress Detection and Analysis. In Proceedings of Interspeech 2024. Proceedings of Interspeech. Kos: International Speech Communication Association, 2024. p. 1355-1359. ISSN: 1990-9772.
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YUSUF, B.; BASKAR, M.; ROSENBERG, A.; RAMABHADRAN, B. Speculative Speech Recognition by Audio-Prefixed Low-Rank Adaptation of Language Models. In Proceedings of Interspeech 2024. Proceedings of Interspeech. Kos: International Speech Communication Association, 2024. p. 792-796. ISSN: 1990-9772.
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PRASAD, A.; MADIKERI, S.; KHALIL, D.; MOTLÍČEK, P.; SCHUEPBACH, C. Speech and Language Recognition with Low-rank Adaptation of Pretrained Models. In Proceedings of Interspeech. Proceedings of Interspeech. Kos Island: International Speech Communication Association, 2024. p. 2825-2829. ISSN: 1990-9772.
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ESPUNA, A.; PRASAD, A.; MOTLÍČEK, P.; MADIKERI, S.; SCHUEPBACH, C. Normalising Flows for Speaker and Language Recognition Backend. Proceedings of Odyssey 2024: The Speaker and Language Recognition Workshop. Quebec: International Speech Communication Association, 2024. p. 74-80.
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BHATTACHARJEE, M.; NIGMATULINA, I.; PRASAD, A.; RANGAPPA, P.; MADIKERI, S.; MOTLÍČEK, P.; HELMKE, H.; KLEINERT, M. Contextual Biasing Methods for Improving Rare Word Detection in Automatic Speech Recognition. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Seoul: IEEE Signal Processing Society, 2024. p. 12652-12656. ISBN: 979-8-3503-4485-1.
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PRASAD, A.; CAROFILIS, A.; VANDERREYDT, G.; KHALIL, D.; MADIKERI, S.; MOTLÍČEK, P.; SCHUEPBACH, C. Fine-Tuning Self-Supervised Models for Language Identification Using Orthonormal Constraint. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Seoul: IEEE Signal Processing Society, 2024. p. 11921-11925. ISBN: 979-8-3503-4485-1.
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KIŠŠ, M.; HRADIŠ, M. Self-supervised Pre-training of Text Recognizers. In Barney Smith, E.H., Liwicki, M., Peng, L. (eds) Document Analysis and Recognition - ICDAR 2024. Lecture Notes in Computer Science. Atény: Springer Nature Switzerland AG, 2024. p. 218-235. ISBN: 978-3-031-70545-8.
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KUBÍK, T.; ŠPANĚL, M. LMVSegRNN and Poseidon3D: Addressing Challenging Teeth Segmentation Cases in 3D Dental Surface Orthodontic Scans. Bioengineering, 2024, vol. 11, no. 10, p. 1-18. ISSN: 2306-5354.
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BENEŠ, K.; KOCOUR, M.; BURGET, L. Hystoc: Obtaining Word Confidences for Fusion of End-To-End ASR Systems. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Seoul: IEEE Signal Processing Society, 2024. p. 11276-11280. ISBN: 979-8-3503-4485-1.
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HANÁK, J.; NOVÁK, J.; CHUDÝ, P. Tactical Scenario Adaptation for Pilot Training. In AIAA/IEEE Digital Avionics Systems Conference - Proceedings. San Diego: Institute of Electrical and Electronics Engineers, 2024. p. 1-7. ISBN: 979-8-3503-4961-0. ISSN: 2155-7195.
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NOVÁK, J.; HANÁK, J.; CHUDÝ, P. Predictive Control Driven Tactical Maneuvering. In ICAS Proceedings. ICAS Proceedings. Florence: International Council of the Aeronautical Sciences, 2024. p. 1-12. ISSN: 2958-4647.
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NOVÁK, J.; HANÁK, J.; CHUDÝ, P. Reliability-Based Control System Optimization in Uncertain Conditions. In AIAA Aviation Forum and ASCEND, 2024. Las Vegas: American Institute of Aeronautics and Astronautics, 2024. p. 1-15. ISBN: 978-1-62410-716-0.
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NOVÁK, J.; HANÁK, J.; CHUDÝ, P. Hybrid Modeling Approach for Optimization Based Control of Multirotor Unmanned Aerial Vehicles. In ICAS Proceedings. ICAS Proceedings. Florence: International Council of the Aeronautical Sciences, 2024. p. 1-10. ISSN: 2958-4647.
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CHLUBNA, T.; ZEMČÍK, P.; MILET, T. Efficient Random-Access GPU Video Decoding for Light-Field Rendering. JOURNAL OF VISUAL COMMUNICATION AND IMAGE REPRESENTATION, 2024, vol. 2024, no. 102, p. 1-14. ISSN: 1047-3203.
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CHLUBNA, T.; MILET, T.; ZEMČÍK, P. Lightweight All-Focused Light Field Rendering. COMPUTER VISION AND IMAGE UNDERSTANDING, 2024, vol. 244, no. 7, p. 7-8. ISSN: 1077-3142.
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BAŘINA, D.: x3; x3: Experimental Data Compressor. http://www.fit.vutbr.cz/research/prod/?id=827. URL: http://www.fit.vutbr.cz/research/prod/?id=827. (software)
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BAŘINA, D.: collatz; Convergence verification of the Collatz problem. http://www.fit.vutbr.cz/research/prod/?id=828. URL: http://www.fit.vutbr.cz/research/prod/?id=828. (software)
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KLÍMA, O.; NEUBAUER, J.; POLCEROVÁ, L.; KRÁLÍK, M.; ZEMAN, T.: KSPredict; KSPredict: Software pro predikci vývoje krizových situací a mimořádných událostí. https://github.com/ondrej-klima/shinyfireweather. URL: https://github.com/ondrej-klima/shinyfireweather. (software)
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BHATTACHARJEE, M.; MOTLÍČEK, P.; NIGMATULINA, I.; HELMKE, H.; OHNEISER, O.; KLEINERT, M.; EHR, H. Customization of Automatic Speech Recognition Engines for Rare Word Detection Without Costly Model Re-Training. 13th SESAR Innovation Days 2023, SIDS 2023. Seville: SESAR Joint Undertaking, 2023. p. 1-8. ISSN: 0770-1268.
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APAROVICH, M.; KESIRAJU, S.; DUFKOVÁ, A.; SMRŽ, P. FIT BUT at SemEval-2023 Task 12: Sentiment Without Borders - Multilingual Domain Adaptation for Low-Resource Sentiment Classification. In Proceedings of the The 17th International Workshop on Semantic Evaluation (SemEval-2023). Toronto (online): Association for Computational Linguistics, 2023. p. 1518-1524. ISBN: 978-1-959429-99-9.
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BAŘINA, D.: JPEG; Minimalist JPEG decoder & encoder. http://www.fit.vutbr.cz/research/prod/?id=814. URL: http://www.fit.vutbr.cz/research/prod/?id=814. (software)
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MOTLÍČEK, P.; PRASAD, A.; NIGMATULINA, I.; HELMKE, H.; OHNEISER, O.; KLEINERT, M. Automatic Speech Analysis Framework for ATC Communication in HAAWAII. In SESAR Innovation Days. Seville: SESAR Joint Undertaking, 2023. p. 1-9. ISSN: 0770-1268.
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VANDERREYDT, G.; PRASAD, A.; KHALIL, D.; MADIKERI, S.; DEMUYNCK, K.; MOTLÍČEK, P. Parameter-Efficient Tuning With Adaptive Bottlenecks For Automatic Speech Recognition. Proceedings of IEEE Automatic Speech Recognition and Understanding Workshop (ASRU). Taipei: IEEE Signal Processing Society, 2023. p. 1-7. ISBN: 979-8-3503-0689-7.
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VILLATORO-TELLO, E.; MADIKERI, S.; ZULUAGA-GOMEZ, J.; SHARMA, B.; SARFJOO, S.; NIGMATULINA, I.; MOTLÍČEK, P.; IVANOV, V.; GANAPATHIRAJU, A. Effectiveness of Text, Acoustic, and Lattice-Based Representations in Spoken Language Understanding Tasks. In ICASSP, IEEE International Conference on Acoustics, Speech and Signal Processing - Proceedings. Rhodes Island: IEEE Signal Processing Society, 2023. p. 1-5. ISBN: 978-1-7281-6327-7.
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MAI, F.; ZULUAGA-GOMEZ, J.; PARCOLLET, T.; MOTLÍČEK, P. HyperConformer: Multi-head HyperMixer for Efficient Speech Recognition. In Proceedings of the Annual Conference of International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Dublin: International Speech Communication Association, 2023. p. 2213-2217. ISSN: 1990-9772.
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BURDISSO, S.; VILLATORO-TELLO, E.; MADIKERI, S.; MOTLÍČEK, P. Node-weighted Graph Convolutional Network for Depression Detection in Transcribed Clinical Interviews. In Proceedings of the Annual Conference of International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Dublin: International Speech Communication Association, 2023. p. 3617-3621. ISSN: 1990-9772.
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NIGMATULINA, I.; MADIKERI, S.; VILLATORO-TELLO, E.; MOTLÍČEK, P.; ZULUAGA-GOMEZ, J.; PANDIA, K.; GANAPATHIRAJU, A. Implementing contextual biasing in GPU decoder for online ASR. In Proceedings of the Annual Conference of International Speech Communication Association, INTERSPEECH. Proceedings of Interspeech. Dublin: International Speech Communication Association, 2023. p. 4494-4498. ISSN: 1990-9772.
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KHALIL, D.; PRASAD, A.; MOTLÍČEK, P.; ZULUAGA-GOMEZ, J.; NIGMATULINA, I.; MADIKERI, S.; SCHUEPBACH, C. An Automatic Speaker Clustering Pipeline for the Air Traffic Communication Domain. Aerospace, 2023, vol. 10, no. 10, p. 1-14. ISSN: 2226-4310.
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BOITO, M.; YUSUF, B.; ONDEL YANG, L.; VILLAVICENCIO, A.; BESACIER, L. Unsupervised Word Segmentation from Discrete Speech Units in Low-Resource Settings. In Proceedings of the the 1st Annual Meeting of the ELRA/ISCA Special Interest Group on Under-Resourced Languages. Marseile: European Language Resources Association, 2022. p. 1-9. ISBN: 979-10-95546-91-7.
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GAVRIELIDES, A.; SOPHOCLEOUS, M.; AGAPIOU, G.; LESSI, C.; ŠPAŇHEL, J.; LENDINEZ, A.; QIU, R.; LI, D. Implementing Network Applications for 5G-Enabled Robots Through the 5G-ERA Platform. In IFIP Advances in Information and Communication Technology. IFIP Advances in Information and Communication Technology. Artificial Intelligence Applications and Innovations. Cham: Springer Nature Switzerland AG, 2023. p. 55-65. ISBN: 978-3-031-34170-0. ISSN: 1868-422X.
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ZULUAGA-GOMEZ, J.; PRASAD, A.; NIGMATULINA, I.; MOTLÍČEK, P.; KLEINERT, M.;. A Virtual Simulation-Pilot Agent for Training of Air Traffic Controllers. Aerospace, 2023, vol. 10, no. 5, p. 1-25. ISSN: 2226-4310.
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BOBÁK, P.; ČMOLÍK, L.; ČADÍK, M. Reinforced Labels: Multi-Agent Deep Reinforcement Learning for Point-Feature Label Placement. IEEE TRANSACTIONS ON VISUALIZATION AND COMPUTER GRAPHICS, 2024, vol. 30, no. 9, p. 5908-5922. ISSN: 1077-2626.
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SKOWRON, M.; BACKFRIED, G.; NAVAS, E.; BERZINŠ, A.; VAN, J.; DE, F.; DEMARCO, A.; POLÁK, P.; KOVÁČ, M.; POLÁK, P.; ROHDIN, J.; ROSNER, M.; SANCHEZ, J.; SARATXAGA, I.; SCHWARZ, P. Deep Dive Speech Technology. In European Language Equality. Cham: Springer Nature Switzerland AG, 2023. p. 289-312. ISBN: 978-3-031-28819-7.
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YUSUF, B.; GOURAV, A.; GANDHE, A.; BULYKO, I. On-the-Fly Text Retrieval for end-to-end ASR Adaptation. In Proceedings of ICASSP 2023. Rhodes Island: IEEE Signal Processing Society, 2023. p. 1-5. ISBN: 978-1-7281-6327-7.
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CHLUBNA, T.; MILET, T.; ZEMČÍK, P. How Capturing Camera Trajectory Distortion Affects User Experience on Looking Glass 3D Display. MULTIMEDIA TOOLS AND APPLICATIONS, 2024, vol. 2024, no. 83, p. 20265-20287. ISSN: 1573-7721.
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HANÁK, J.; NOVÁK, J.; CHUDÝ, P.; BEN-ASHER, J. Cross-Entropy Method for Laser Defense Applications. Journal of Aerospace Information Systems, 2025, vol. 22, no. 1, p. 53-58. ISSN: 2327-3097.
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NOVÁK, J.; CHUDÝ, P. Dynamic Soaring in Uncertain Wind Conditions: Polynomial Chaos Expansion Approach. In Machine Learning, Optimization, and Data Science. Lecture Notes in Computer Science. Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics). Grasmere: Springer Nature Switzerland AG, 2024. p. 104-115. ISBN: 978-3-031-53968-8. ISSN: 0302-9743.
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HANÁK, J.; CHUDÝ, P.; VLK, J. Collaborative Agents for Synthetic Tactical Training. In AIAA/IEEE Digital Avionics Systems Conference - Proceedings. Barcelona: Institute of Electrical and Electronics Engineers, 2023. p. 1-9. ISBN: 979-8-3503-3357-2. ISSN: 2155-7195.
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NOVÁK, J.; CHUDÝ, P. Surrogate Modeling of Optimal Control Based Collision Avoidance System for Multirotor Unmanned Aerial Vehicles. In AIAA/IEEE Digital Avionics Systems Conference - Proceedings. Barcelona: Institute of Electrical and Electronics Engineers, 2023. p. 1-7. ISBN: 979-8-3503-3357-2. ISSN: 2155-7195.
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OMACHTOVÁ, A.; HEROUT, A.; BAMBUŠEK, D.; JUŘÍK, V. How to shoot yourself right with a smartphone?. VIRTUAL REALITY, 2023, vol. 2023, no. 1, p. 1-13. ISSN: 1434-9957.
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CHLUBNA, T.; MILET, T.; ZEMČÍK, P.; KULA, M. Real-Time Light Field Video Focusing and GPU Accelerated Streaming. Journal of Signal Processing Systems for Signal Image and Video Technology, 2023, vol. 95, no. 6, p. 703-719. ISSN: 1939-8115.
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BAŘINA, D. Experimental lossless data compressor. Microprocessors and Microsystems, 2023, vol. 98, no. 4, p. 104803-104803. ISSN: 0141-9331.
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BAMBUŠEK, D.; MATERNA, Z.; KAPINUS, M.; BERAN, V.; SMRŽ, P. How Do I Get There? Overcoming Reachability Limitations of Constrained Industrial Environments in Augmented Reality Applications. In 2023 IEEE Conference on Virtual Reality and 3D User Interfaces (VR). Shanghai: Institute of Electrical and Electronics Engineers, 2023. p. 115-122. ISBN: 979-8-3503-4815-6.
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KIŠŠ, M.; HRADIŠ, M.; BENEŠ, K.; BUCHAL, P.; KULA, M. SoftCTC-semi-supervised learning for text recognition using soft pseudo-labels. International Journal on Document Analysis and Recognition, 2023, vol. 2024, no. 27, p. 177-193. ISSN: 1433-2825.
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POLÁŠEK, T.; ČADÍK, M.; KELLER, Y.; BENEŠ, B. Vision UFormer: Long-Range Monocular Absolute Depth Estimation. COMPUTERS & GRAPHICS-UK, 2023, vol. 111, no. 4, p. 180-189. ISSN: 0097-8493.
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POLÁŠEK, T.; ČADÍK, M. Predicting Photovoltaic Power Production using High-Uncertainty Weather Forecasts. APPLIED ENERGY, 2023, vol. 2023, no. 339, p. 120989-121004. ISSN: 0306-2619.
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Odpovědnost: Zemčík Pavel, prof. Dr. Ing., dr. h. c.