Published: June 21, 2024
Language: Английский
EAI Endorsed Transactions on Pervasive Health and Technology, Journal Year: 2024, Volume and Issue: 10
Published: May 23, 2024
Animation techniques have been completely transformed by the union of Artificial Intelligence (AI) and biomechanical modeling, particularly in 2D animation. This study looks at a combination AI biomechanics to address challenges simulating Current approaches animation often struggle achieve lifelike fluid movements, especially when representing complex motion or interaction. These traditional rely on manual keyframing physics simulation, which may be time-consuming do not provide rich detail needed for realism animations. To meet these aspects, this suggested using with Biomechanical Modeling (2D-AI-BM). Our approach thus harnesses Deep Neural Network (DNN) moving forecasts improvement biopsychological principles help us imitate natural human actions better. In addition character animation, it could apply interactive storytelling educational simulations. As result, animators get more control over generation while drastically reducing necessity intervention through fusion biomechanics, smoothens production pipeline paper considers several important metrics evaluate proposed approach’s effectiveness, including user satisfaction, computational efficiency, smoothness realism. Comparative studies classical methods showed that method generates realistic movements characters saving time during production. The numerical findings exemplify recommended 2D-AI-BM model improves an accuracy rate 97.4%, efficiency ratio 96.3%, 95.4%, pose detection 94.8% scalability 93.2% compared other popular techniques.
Language: Английский
Citations
2
Published: April 17, 2024
Yoga is an ancient practice famous for its physical and mental benefits assistance, gaining recognition as a means of achieving enhanced flexibility, strength, clarity. With the increasing demand accessible effective yoga instructions through online mode, in this work pose estimation model will be developed which may used with web application, to pro-vide lessons convenience one's own environment. This paper delves into integration advanced computer vision machine learning techniques, particularly PoseNet, accurately tracks human poses using 17 key points. But all points identified posenet architecture not useful estimating accuracy might result increased redundancy thus decreasing performance. To overcome drawback, innovative approach called adaptive point elimination technique proposed improve precision estimation. The methodology involves leveraging transfer fine-tune PoseNet specific employing custom Convolutional Neural Network (CNN) classification various postures. experimental methods are tested on dataset taken from Kaggle website following asanas: Chair, Cobra, Dog, Tree, Warrior poses. able achieve validation 98.678% final evaluation 99.32% test our system.
Language: Английский
Citations
1
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 125 - 138
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 153 - 167
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 97 - 109
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 69 - 82
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 182 - 195
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 15 - 27
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 28 - 40
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0
Computer-Aided Design and Applications, Journal Year: 2024, Volume and Issue: unknown, P. 211 - 223
Published: June 1, 2024
Aiming at the problems of low rendering efficiency and long time-consuming traditional dynamic scene methods, this study proposes an optimization method animation design CAD virtual reality based on a transformer model.Through construction model, model is used for design.Combined with spatial data conversion graphics, geometric transformation carried out to realize graphics.By using primitive transformation, normal lighting models combined characteristics rendering, constructed.Experimental results show that, compared proposed can shorten time scenes effectively improve scenes.
Language: Английский
Citations
0