Projects funded by the NCN

Information on the principal investigator and host institution

Information of the project and the call

Keywords

Equipment

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Cognitive Hierarchical Active Partitions

2012/05/D/ST6/03091

Keywords:

image analysis active contours structural recognition machine learning

Descriptors:

  • ST6_11: Machine learning, statistical data processing and applications using signal processing (e.g. speech, image, video)
  • ST6_7: Artificial intelligence, intelligent systems, multi-agent systems

Panel:

ST6 - Computer science and informatics: informatics and information systems, computer science, scientific computing, intelligent systems

Host institution :

Politechnika Łódzka, Wydział Fizyki Technicznej, Informatyki i Matematyki Stosowanej

woj. łódzkie

Other projects carried out by the institution 

Principal investigator (from the host institution):

dr Arkadiusz Tomczyk 

Number of co-investigators in the project: 10

Call: SONATA 3 - announced on 2012-03-15

Amount awarded: 467 145 PLN

Project start date (Y-m-d): 2013-02-04

Project end date (Y-m-d): 2017-08-03

Project duration:: 54 months (the same as in the proposal)

Project status: Project settled

Equipment purchased [PL]

  1. Serwer obliczeniowy GPU wraz z urządzeniem UPS.
  2. Serwer obliczeniowy. (30 000 PLN)
  3. Serwer produkcyjny. (7 000 PLN)
  4. Urzędzenie UPS. (5 000 PLN)

Information in the final report

  • Publication in academic press/journals (5)
  • Articles in post-conference publications (2)
  • Book publications / chapters in book publications (7)
  1. Application of Convolutional Neural Networks with Anatomical Knowledge for Brain MRI Analysis in MS Patients
    Authors:
    Bartłomiej Stasiak, Paweł Tarasiuk, Izabela Michalska, Arkadiusz Tomczyk
    Academic press:
    Bulletin of the Polish Academy of Sciences, Technical Scences (rok: 2018, tom: 66, strony: 857-868), Wydawca: De Gruyter
    Status:
    Published
    DOI:
    10.24425/bpas.2018.125933 - link to the publication
  2. Automatic Identification of Local Features Representing Image Content with the Use of Convolutional Neural Networks
    Authors:
    Paweł Tarasiuk, Arkadiusz Tomczyk, Bartłomiej Stasiak
    Academic press:
    Applied Sciences (rok: 2020, tom: 10, strony: 5186), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/app10155186 - link to the publication
  3. Detection of Line Segments
    Authors:
    Arkadiusz Tomczyk
    Academic press:
    Journal of Applied Computer Science (rok: 2014, tom: 22, strony: 81-90), Wydawca: Technical University Press, Lodz, Poland
    Status:
    Published
    DOI:
    brak - link to the publication
  4. Ear Detection Using Convolutional Neural Network on Graphs with Filter Rotation
    Authors:
    Arkadiusz Tomczyk, Piotr S. Szczepaniak
    Academic press:
    Sensors (rok: 2019, tom: 19, strony: 5510), Wydawca: MDPI
    Status:
    Published
    DOI:
    10.3390/s19245510 - link to the publication
  5. Potential Contour Ensembles
    Authors:
    Arkadiusz Tomczyk
    Academic press:
    Schedae Informaticae (rok: 2015, tom: 24, strony: 113-121), Wydawca: Jagiellonian University Press, Cracow, Poland
    Status:
    Published
    DOI:
    10.4467/20838476SI.15.011.3033 - link to the publication
  1. Localization of Demyelinating Plaques in MRI using Convolutional Neural Networks
    Authors:
    Bartłomiej Stasiak, Paweł Tarasiuk, Izabela Michalska, Arkadiusz Tomczyk, Piotr Szczepaniak
    Conference:
    4th International Conference on BIOIMAGING (rok: 2017, ), Wydawca: SCITEPRESS
    Data:
    konferencja 21.02.2017-23-02.2017
    Status:
    Published
  2. Localization of Neuron Nucleuses in Microscopy Images with Convolutional Neural Networks
    Authors:
    Arkadiusz Tomczyk, Bartłomiej Stasiak, Paweł Tarasiuk, Anna Gorzkiewicz, Anna Walczewska, Piotr Szczepaniak
    Conference:
    5th International Conference on BIOIMAGING (rok: 2018, ), Wydawca: SCITEPRESS
    Data:
    konferencja 19.01.2018-21-01.2018
    Status:
    Published
  1. Active Partitions in Localization of Semantically Important Image Structures
    Authors:
    Arkadiusz Tomczyk
    Book:
    Bridging the Semantic Gap in Image and Video Analysis, Intelligent Systems Reference Library (rok: 2018, tom: 145, strony: 51-72), Wydawca: Springer
    Status:
    Published
  2. Method of Pattern Detection in Mammographic Images
    Authors:
    Jagoda Lazarek, Piotr S. Szczepaniak, Arkadiusz Tomczyk
    Book:
    Intelligent Systems in Technical and Medical Diagnostics, Advances in Intelligent Systems and Computing (rok: 2014, tom: 230, strony: 235-245), Wydawca: Springer, Berlin, Heidelberg
    Status:
    Published
  3. Detection of Elongated Structures with Hierarchical Active Partitions and CEC-Based Image Representation
    Authors:
    Arkadiusz Tomczyk, Przemysław Spurek, Michał Podgorski, Krzysztof Misztal, Jacek Tabor
    Book:
    Proceedings of the 9th International Conference on Computer Recognition Systems CORES 2015, Advances in Intelligent Systems and Computing (rok: 2015, tom: 403, strony: 159-168), Wydawca: Springer, Cham
    Status:
    Published
  4. Knowledge Based Active Partition Approach for Heart Ventricle Recognition
    Authors:
    Arkadiusz Tomczyk, Piotr S. Szczepaniak
    Book:
    Proceedings of the 10th International Conference on Computer Recognition Systems CORES 2017, Advances in Intelligent Systems and Computing (rok: 2017, tom: 578, strony: 286-297), Wydawca: Springer
    Status:
    Published
  5. From Pattern Recognition to Image Understanding
    Authors:
    Piotr Szczepaniak, Arkadiusz Tomczyk
    Book:
    Artificial Intelligence and Soft Computing, 16th International Conference, ICAISC 2017, Zakopane, Poland, June 11-15, 2017, Proceedings, Part I, Lecture Notes in Computer Science (rok: 2017, tom: 10245, strony: 591-602), Wydawca: Springer, Cham
    Status:
    Published
  6. Convolutional Neural Network Based Segmentation of Demyelinating Plaques in MRI
    Authors:
    Bartłomiej Stasiak, Paweł Tarasiuk, Izabela Michalska, Arkadiusz Tomczyk, Piotr Szczepaniak
    Book:
    Biomedical Engineering Systems and Technologies, Communications in Computer and Information Science (rok: 2018, tom: 881, strony: 163-188), Wydawca: Springer, Cham
    Status:
    Published
  7. Object Localization Using Active Partitions and Structural Description
    Authors:
    Mateusz Jadczyk, Arkadiusz Tomczyk
    Book:
    Artificial Intelligence and Soft Computing, 14th International Conference, ICAISC 2015, Zakopane, Poland, June 14-18, 2015, Proceedings, Part I, Lecture Notes in Computer Science (rok: 2015, tom: 9119, strony: 727-736), Wydawca: Springer, Cham
    Status:
    Published

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