@inproceedings{9f19321ae97e4779b862c6de40665b19,
title = "Human-AI Collaboration to Increase the Perception of VR",
abstract = "Virtual reality (VR) is gaining popularity very fast due to newer solutions that increase user perception. Glasses, sensors, and treadmills are the basic functionality for immersing yourself in a virtual environment. In this paper, we propose a human-AI collaboration for analyzing the newly generated images that can be used for creating worlds. The presented method is based on analyzing different scenes (from simulation and real environment) using generative adversarial networks (GAN) and the communication with the user for assessments of the created new environment. User{\textquoteright}s information contributes to the analysis of sample quality and possible rebuilding or retraining of the GAN model. The proposal increases the perception of VR by taking the user{\textquoteright}s feelings in creating new environments. For this purpose, we combine GAN with fuzzy soft sets inference to gain the possibility of retraining/remodeling the used neural network. It was examined in theoretical simulation and real-environment case study.",
keywords = "Collaboration, Convolutional, Human-AI, Machine learning, Neural networks, Soft sets, Virtual reality",
author = "Antoni Jaszcz and Katarzyna Prokop and Dawid Po{\l}ap and Gautam Srivastava and Lin, \{Jerry Chun Wei\}",
note = "Publisher Copyright: {\textcopyright} 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG.; 21st International Conference on Artificial Intelligence and Soft Computing, ICAISC 2022 ; Conference date: 19-06-2022 Through 23-06-2022",
year = "2023",
doi = "10.1007/978-3-031-23492-7\_5",
language = "English",
isbn = "9783031234910",
series = "Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)",
publisher = "Springer Science and Business Media Deutschland GmbH",
pages = "51--60",
editor = "Leszek Rutkowski and Leszek Rutkowski and Rafal Scherer and Marcin Korytkowski and Witold Pedrycz and Ryszard Tadeusiewicz and Zurada, \{Jacek M.\}",
booktitle = "Artificial Intelligence and Soft Computing - 21st International Conference, ICAISC 2022, Proceedings",
address = "Germany",
}