research_group:start
Differences
This shows you the differences between two versions of the page.
| Both sides previous revision Previous revision Next revision | Previous revision | ||
|
research_group:start [2020/05/11 19:41] abrodzicki |
research_group:start [2023/04/16 23:24] (current) abrodzicki [Vehicle interior image segmentation] |
||
|---|---|---|---|
| Line 6: | Line 6: | ||
| ==== Deep neural networks in early detection of melanomas ==== | ==== Deep neural networks in early detection of melanomas ==== | ||
| - | FIXME | ||
| + | **Research goal:**\\ | ||
| + | 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: | ||
| + | * J. Jaworek-Korjakowska | ||
| + | * A. Wójcicka | ||
| + | * A. Brodzicki | ||
| + | * F. Noworolnik | ||
| + | * D. Kucharski | ||
| ==== Computer-aided dermatopathology ==== | ==== Computer-aided dermatopathology ==== | ||
| Line 58: | Line 73: | ||
| * 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 79: | ||
| 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 | ||
| + | |||
| + | ==== Robotics ==== | ||
| + | |||
| + | The research covers the topic of reinforcement learning used for robotic arm optimal trajectory planning. | ||
| + | |||
| + | Team members involved: | ||
| + | * J. Jaworek-Korjakowska | ||
| + | * M. Aleksandrowicz | ||
| ---- | ---- | ||
research_group/start.1589218907.txt.gz · Last modified: 2020/08/25 15:49 (external edit)
