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Opracowanie nowych struktur głębokich sieci neuronowych do analizy obrazów 2d, dla celów wspomagania decyzji
Details
- Financial Program Name:
- DIAMOND GRANT
- Organization:
- Ministerstwo Nauki i Szkolnictwa Wyższego (MNiSW)
- Agreement:
- 0207/DIA/2017/46 z dnia 2017-08-31
- Realisation period:
- 2017-08-31 - 2022-08-30
- Project manager:
- mgr inż. Arkadiusz Kwasigroch
- Realised in:
- Department of Control Systems Engineering
- Request type:
- National Research Programmes
- Domestic:
- Domestic project
- Verified by:
- Gdańsk University of Technology
Papers associated with that project
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total: 2
Catalog Projects
Year 2019
-
Deep neural network architecture search using network morphism
PublicationThe paper presents the results of the research on neural architecture search (NAS) algorithm. We utilized the hill climbing algorithm to search for well-performing structures of deep convolutional neural network. Moreover, we used the function preserving transformations which enabled the effective operation of the algorithm in a short period of time. The network obtained with the advantage of NAS was validated on skin lesion classification...
Year 2018
-
Deep CNN based decision support system for detection and assessing the stage of diabetic retinopathy
PublicationThe diabetic retinopathy is a disease caused by long-standing diabetes. Lack of effective treatment can lead to vision impairment and even irreversible blindness. The disease can be diagnosed by examining digital color fundus photographs of retina. In this paper we propose deep learning approach to automated diabetic retinopathy screening. Deep convolutional neural networks (CNN) - the most popular kind of deep learning algorithms...
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