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research_group:start [2020/05/11 19:56] abrodzicki |
research_group:start [2023/04/16 23:20] abrodzicki [Deep neural networks in early detection of melanomas] |
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==== Deep neural networks in early detection of melanomas ==== | ==== Deep neural networks in early detection of melanomas ==== | ||
- | FIXME | ||
+ | Extending the knowledge of melanoma classification by exploring areas such as: | ||
+ | * Artifact removal | ||
+ | * Thickness prediction | ||
+ | * General anatomic sites localisation | ||
+ | * Global pattern recognition | ||
+ | * Differt approach to acral lesions | ||
+ | * Confocal microscopy | ||
+ | |||
+ | |||
+ | People involved: | ||
+ | * Joanna Jaworek-Korjakowska | ||
+ | * Anna Wójcicka | ||
+ | * Andrzej Brodzicki | ||
+ | * Filip Noworolnik | ||
+ | * Dariusz Kucharski | ||
==== Computer-aided dermatopathology ==== | ==== Computer-aided dermatopathology ==== | ||
Line 58: | Line 72: | ||
* 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 ==== | ||
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* image processing | * image processing | ||
* sharing information from different images | * sharing information from different images | ||
- | * convolitional neural networks | + | * convolutional neural networks |
Team members involved: | Team members involved: | ||
Line 76: | Line 89: | ||
==== Bacteria response clustering ==== | ==== 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: | The research topics include: | ||
Line 85: | Line 100: | ||
* A. Brodzicki | * 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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