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research_group:start [2020/05/11 19:41]
abrodzicki
research_group:start [2021/11/04 18:01] (current)
abrodzicki
Line 6: Line 6:
  
 ==== Deep neural networks in early detection of melanomas ==== ==== Deep neural networks in early detection of melanomas ====
-FIXME 
  
 ====  Computer-aided dermatopathology ==== ====  Computer-aided dermatopathology ====
Line 58: Line 57:
   * M. Piekarski   * M. Piekarski
   * J. Jaworek-Korjakowska   * J. Jaworek-Korjakowska
-==== Detection and analysis of patterns ​(@asia: muszę dopracować ) ==== +==== Detection and analysis of patterns ====
-FIXME+
  
 ==== Cell detection ==== ==== Cell detection ====
Line 65: Line 63:
 To improve speed and quality of testing new drugs against Clostridium difficile infection, we developed an algorithm for automatic bacteria cytotoxicity classification. It was based on two kinds of fluorescence images - DAPI and GFP. We experimented with many different methods from classical image processing and machine learning algorithms to convolutional neural networks. This research was was conducted in cooperation with Stanford University. To improve speed and quality of testing new drugs against Clostridium difficile infection, we developed an algorithm for automatic bacteria cytotoxicity classification. It was based on two kinds of fluorescence images - DAPI and GFP. We experimented with many different methods from classical image processing and machine learning algorithms to convolutional neural networks. This research was was conducted in cooperation with Stanford University.
  
 +The research topics include:
 +  * fluorescence images
 +  * image processing
 +  * sharing information from different images
 +  * convolutional neural networks
 +
 +Team members involved:
 +  * J. Jaworek-Korjakowska
 +  * A. Brodzicki
 +
 +==== Bacteria response clustering ====
 +
 +Newly opened project, in cooperation with Stanford University. The main idea is to analyse bacteria reaction in response to different serums.
 +
 +The research topics include:
 +  * data clustering
 +  * bacteria response analysis
 +
 +Team members involved:
 +  * J. Jaworek-Korjakowska
 +  * A. Brodzicki
 +
 +==== Reconstructing images'​ missing areas with generative models ====
 +
 +The research topics include:
 +  * reconstruction
 +  * generative learning
 +  * GANs
 +  * autoencoders
 +
 +Team members involved:
 +  * J. Jaworek-Korjakowska
 +  * D. Kucharski
 +
 +==== Vehicle interior image segmentation ====
 +
 +The research topics include:
 +  * dataset preparation
 +  * image classification
 +  * image segmentation
 +
 +Team members involved:
 +  * J. Jaworek-Korjakowska
 +  * A. Kostuch
  
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research_group/start.1589218907.txt.gz · Last modified: 2020/08/25 15:49 (external edit)