prof. dr hab. inż. Jacek Rumiński
Employment
- Professor at Department of Biomedical Engineering
- Head of Department at Department of Biomedical Engineering
- Head of the AI Bay Club at Gdańsk University of Technology
Social media
Contact
- jacrumin@pg.edu.pl
Professor
- Workplace
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Budynek A Elektroniki
room EA 227 open in new tab - Phone
- (58) 347 26 78
- jacek.ruminski@pg.edu.pl
Head of Department
- Workplace
- Gmach Elektroniki Telekomunikacji i Informatyki pokój 227
- Phone
- (58) 347 27 85, (58) 347 13 84
Publication showcase
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A survey of neural networks usage for intrusion detection systems
In recent years, advancements in the field of the artificial intelligence (AI) gained a huge momentum due to the worldwide appliance of this technology by the industry. One of the crucial areas of AI are neural networks (NN), which enable commer‐ cial utilization of functionalities previously not accessible by usage of computers. Intrusion detection system (IDS) presents one of the domains in which neural networks are widely tested...
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Gesture Recognition With the Linear Optical Sensor and Recurrent Neural Networks
In this paper, the optical linear sensor, a representative of low-resolution sensors, was investigated in the multiclass recognition of near-field hand gestures. The recurrent neural network (RNN) with a gated recurrent unit (GRU) memory cell was utilized as a gestures classifier. A set of 27 gestures was collected from a group of volunteers. The 27 000 sequences obtained were divided into training, validation, and test subsets....
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Color transformation methods for dichromats
Color blindness is a serious perception problem. Suffering individuals cannot understand messages, which are carrying by many images, especially those, distributed by WWW. In this paper we are proposing three image processing methods to enhance image recognition and understanding by persons with dichromacy. Color difference image is introduced to represent color perception dissimilarity. Two color transformation methods are presented....
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