Deep Layers forum will serve as a place to connect people, share knowledge, compare approaches and see how specific model architectures can help to solve particular tasks. The meeting is organized by a scientific group of Artificial Intelligence and Medical Technologies with the support of the Brno.AI cluster. The forum will begin with two invited lectures. Then, short presentations of ISI scientists (10+5 minutes) will follow.

 

Price & registration

The forum is free of charge. The registration is closed now since all available seats have been already booked.

Registration is closed

 

Deep Layers programme:


  • 09:30 - 9:40 - Foreword by the ISI director, and an organization info

  • 09:40 - 10:10 - Invited lesson: "State of Deep Learning in 2021" by J. Materna (Machine Learning College, Brno, CZ)
  • 10:10 - 10:40 - Invited lesson: "Application of neural networks and deep-learning in high energy physics" by F. Hakl (Institute of Computer Science of the CAS, Prague, CZ)
  • 10:40 - 11:00 - "Deep-learning models in a stand-alone software: acceleration and performance" by F. Plesinger (ISI of the CAS, Brno, CZ)

  • 11:00 - 11:10 Coffee break

  • 11:10 - 12:10 - ISI Presentation & discussion Block 1: AI in Image and Spectral Analysis
  • - J. Cermak: Identification of martensite in austenitic stainless steel using deep learning
  • - M. Siler: Optimal feature selection for identification of bacteria strains using Raman spectroscopy
  • - O. Vaculik: Hyperspectral Image Analysis
  • - A. Shamaei: Frequency and Phase Shifts Correction of MR Spectra Using Deep Learning

  • 12:10 - 13:15 - Lunch break (lunch is not provided)

  • 13:15 - 14:30 - ISI Presentation & discussion Block 2: AI in Image Analysis / AI in Biological Signals
  • - J. Kanka: U-Net for image processing
  • - P. Klimes: Localization of the epileptogenic zone using EEG features
  • - P. Nejedly: Deep-learning for epileptic seizure forecasting
  • - A. Ivora: Deep learning for ECG signal pathology classification
  • - Z. Koscova: Beat detection in UHF-ECG

  • 14:30 - 15:30 - The forum ends, but friendly discussion will follow! (i.e. a farewell cofee break)

(the programme might change)

Forum chair: F. Plesinger (ISI of the CAS, AIMT)

 

 

Venue

Institute of Scientific Instruments of the Czech Academy of Sciences

Kralovopolska 147

Brno

Czech Republic

616 64