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Immersive Real World through Deep Billboards

Naruya Kondo, So Kuroki, Ryosuke Hyakuta, Yutaka Matsuo, Shixiang Shane Gu, Yoichi Ochiai
2022 Special Interest Group on Computer Graphics and Interactive Techniques Conference Immersive Pavilion  
An aspirational goal for virtual reality (VR) is to bring in a rich diversity of real world objects losslessly.  ...  Inspired by the classic "billboards" technique in gaming, we develop Deep Billboards that model 3D objects implicitly using neural networks, where only 2D image is rendered at a time based on the user's  ...  Compared to standard explicit 3D models such as meshes or point clouds used in VR, Deep Billboards enable object rendering of much higher resolutions, drastically improving the realism of virtual experiences  ... 
doi:10.1145/3532834.3536210 fatcat:zl4hzwkhungzlfel3pxjwzzsxm

Vision based 3D Gesture Tracking using Augmented Reality and Virtual Reality for Improved Learning Applications

Zainal Rasyid Mahayuddin, A F M Saifuddin Saif
2021 International Journal of Advanced Computer Science and Applications  
By interacting with 3D objects in augmented reality and virtual reality, users get better understanding of the subject matter where there have been requirements of customized hardware support and overall  ...  3D gesture recognition and tracking based augmented reality and virtual reality have become a big interest of research because of advanced technology in smartphones.  ...  Now with the advancement in neural networks, feature tracking and modeling the network has been done by neural networks, and because of the easiness of modeling a human hand as an object for tracking has  ... 
doi:10.14569/ijacsa.2021.0121279 fatcat:ampzckzbzngrxmttwickvhbnae

3D Virtual Reality Implementation of Tourist Attractions Based on the Deep Belief Neural Network

Fuli Song, Syed Hassan Ahmed
2021 Computational Intelligence and Neuroscience  
Virtual reality is the use of computer technology to simulate the real-life environment into a virtual simulation environment, with the help of special equipment to realize the natural interaction between  ...  In order to realize 3D virtual reality of tourist attractions and improve users' immersive experience in the process of interaction, the deep belief neural network is introduced to realize the target recognition  ...  of "Internet +" (XJ180205)."  ... 
doi:10.1155/2021/9004797 pmid:34552628 pmcid:PMC8452428 fatcat:6wcptctz25aolarxvgddklnhnu

Novel Approach for Augmented Reality using Convolutional Neural Networks

Zainab Oufqir, Abdellatif EL ABDERRAHMANI, Khalid Satori
2022 International journal of advances in soft computing and its applications  
The coplanar coordinates of this rectangle are used to calculate the camera position and to align a 3D virtual object in the middle of the bounding box surrounding the detected object.  ...  In this paper, we will exploit the potential of convolutional neural networks (CNN) in augmented reality.  ...  The coordinates of these corners allowed us to calculate the position of the camera using the PnP algorithm to align a 3D virtual object on the detected object.  ... 
doi:10.15849/ijasca.220720.05 fatcat:gcbwfnecqngfnasgfrhkycghpi

Neural Network Modelling and Virtual Reality [chapter]

Igor Belič
2014 The Thousand Faces of Virtual Reality  
Acknowledgements The research was financially supported by the Slovenian Research Agency program group P2-0132 (Institute of Metals and Technology, Ljubljana, Slovenia)  ...  Neural Network Modelling and Virtual Reality http://dx.doi.org/10.5772/59310 The Thousand Faces of Virtual Reality  ...  For the VR to be used at modelling of materials, three "levels of reality" can be discerned: R -the reality; AR -the augmented reality; VR -the virtual reality.  ... 
doi:10.5772/59310 fatcat:qdwjr74urzelbpyjig52ytt4wa

I-nteract: A cyber-physical system for real-time interaction with physical and virtual objects using mixed reality technologies for additive manufacturing

Ammar Malik, Hugo Lhachemi, Robert Shorten
2020 IEEE Access  
This paper presents I-nteract, a cyber-physical system that enables real-time interaction with real and virtual objects in a mixed reality environment to design 3D models for additive manufacturing.  ...  The efficacy of the system has been demonstrated by generating a 3D model using a novel scanning method to 3D print a customized orthopedic cast for human arm, by estimating spring rates of compression  ...  The use of traditional mouse and keyboard to locate and place objects in a virtual 3D environment with accessibility through the 2D window of a computer screen is inherently difficult.  ... 
doi:10.1109/access.2020.2997533 fatcat:kbue652kbrf2npkwfkfllezjpa

Neural Network Design using a Virtual Reality Platform

Luigi Bibbò, Francesco Carlo Morabito
2022 Global Journal of Computer Science and Technology  
In this study, we want to demonstrate the usefulness of this approach in collecting data within virtual reality to train and optimize a convolutional neural network used to recognize human activities (  ...  In parallel Virtual Reality is going wide in many applications thanks to the proliferation of cameras in mobile devices and improved processing efficiency.  ...  Acknowledgments This work was developed as an integral component of the project: "An integrated System for indoor people localization, tracking, and monitoring" supported by the Italian MIUR under GRANT  ... 
doi:10.34257/gjcstdvol22is1pg45 fatcat:hstjms4hwjc37jpk3jjzdwrz44

Augmented Reality and Machine Learning Incorporation Using YOLOv3 and ARKit

Huy Le, Minh Nguyen, Wei Qi Yan, Hoa Nguyen
2021 Applied Sciences  
The machine learning model is trained to recognise the differences between targets using one of YOLO's most well-known object detection methods.  ...  This study incorporates machine learning to detect and track augmented reality marker targets in an application using deep neural networks.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/app11136006 fatcat:mt3grij46rdx3cwxtygryz5o2m

Analysis of the 3D Application Evaluation System of Landscape Based on Hybrid Cooperation of VR and AI

Lina Niu, Feng Han
2021 Scientific Programming  
In this paper, on the basis of 3D visualization landscape planning and design, 3D visualization urban landscape modeling is carried out using VR combined with the constructed deep neural network (DNN)  ...  to establish a 3D database and virtual scene model of the landscape, and 3D representation of the virtual scene landscape is realized.  ...  In summary, this paper uses virtual reality technology combined with the constructed deep neural network (DNN) to establish a 3D database and virtual scene model of the landscape in the 3D visualized landscape  ... 
doi:10.1155/2021/4595808 doaj:8beb753307f34c139e6ed6b1b7a8a62c fatcat:dngbvmcjmrgwrp3xm4k6sdmgwe

REALISTIC NATURAL INTERACTION WITH VIRTUAL STATUES IN X-REALITY ENVIRONMENTS

G. Margetis, G. Papagiannakis, C. Stephanidis
2019 The International Archives of the Photogrammetry, Remote Sensing and Spatial Information Sciences  
</strong> Augmented, Virtual, and Mixed Reality have successfully transitioned from the laboratory environment to becoming mainstream technologies available to almost everyone, mainly due to important  ...  advancements in terms of hardware.  ...  True Mediated Reality will be used as a means of presenting 3D models of statues perfectly adapted to the real-world environment.  ... 
doi:10.5194/isprs-archives-xlii-2-w11-801-2019 fatcat:p2jq4l66azg5ljgcw6p4s7qxce

I-nteract: A cyber-physical system for real-time interaction with physical and virtual objects using mixed reality technologies for additive manufacturing [article]

Ammar Malik, Hugo Lhachemi, Robert Shorten
2020 arXiv   pre-print
This paper presents I-nteract, a cyber-physical system that enables real-time interaction with real and virtual objects in a mixed augmented reality environment to design 3D models for additive manufacturing  ...  The efficacy of the system has been demonstrated by generating 3D model using a novel scanning method to 3D print a customized orthopedic cast for human arm, by estimating spring rates of compression springs  ...  Moving and rotating a virtual object in 3D space accessibility through the 2D window of a computer screen is inherently difficult.  ... 
arXiv:2002.06280v1 fatcat:qnpdrj3fdret5datx2dt3aeb3q

Deep-Learning-Incorporated Augmented Reality Application for Engineering Lab Training

John Estrada, Sidike Paheding, Xiaoli Yang, Quamar Niyaz
2022 Applied Sciences  
A deep neural network model, namely MobileNet-SSD v2, is implemented for equipment detection using TensorFlow's object detection API.  ...  Furthermore, to demonstrate practical application of the proposed framework, we develop a multimeter tutorial where virtual models are superimposed on real multimeters.  ...  Conflicts of Interest: The authors declare no conflict of interest.  ... 
doi:10.3390/app12105159 fatcat:vj6vdsjvn5f4vm7lg35hq7pk7u

Context‐Aware Mixed Reality: A Learning‐Based Framework for Semantic‐Level Interaction

L. Chen, W. Tang, N. W. John, T. R. Wan, J. J. Zhang
2019 Computer graphics forum (Print)  
Mixed reality (MR) is a powerful interactive technology for new types of user experience.  ...  We demonstrate our approach by developing a material-aware prototype system for context-aware physical interactions between the real and virtual objects.  ...  Virtual object classifications are proposed in VR applications using semantic associations to describe virtual object behaviours [CTB*12].  ... 
doi:10.1111/cgf.13887 fatcat:6ennelqspreudiodpmbbsmv5vq

Children's Clothing Virtual Simulation Immersive Design and Show Based on Machine Learning

Dai Jingyu, Dai Hongyu, Wang Jianxing, Wang Xuanzi, omar cheikhrouhou
2021 Mobile Information Systems  
This research uses Lectra CAD software to make children's clothing pattern, Clo3D for virtual modular design, and "Insanda children's clothing virtual design and show" for virtual try-on and show.  ...  of fashion buyers, this paper puts forward the modular design method of children's clothing virtual fitting.  ...  Introduction Virtual reality (VR) technology, also known as virtual environment, spiritual environment, or artificial environment, refers to the technology of using computers to generate a virtual world  ... 
doi:10.1155/2021/2982729 fatcat:4e25sq4tkjbobfrvwfwzc2444y

Guest Editorial: Foreword to the Special Issue of the XVI Symposium on Virtual and Augmented Reality

Marcelo Guimarães
2014 Journal of Interactive Systems  
manipulation of radiological images and 3D models using the Kinect device.  ...  SVR is the premier conference on Virtual Reality and Augmented Reality in Brazil, promoted by SBC (Brazilian Computer Society).  ... 
doi:10.5753/jis.2014.721 fatcat:yfo7zphzbbhuddnu6ncgulxtaa
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