Media heterotopias: Digital effects and material labour in global film production

Lyczba, Fabrice

doi:10.1080/1472586x.2018.1558546

Cited by 2 publications

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“…In recent years, as artificial intelligence (AI) technology develops continuously, algorithms and technologies based on deep learning (DL) have gradually permeated various aspects of daily life, and film and TV production are one of them (Lyczba, 2019 ). Films and television, especially films, are closely related to technologies.…”

Section: Introductionmentioning

confidence: 99%

The Use of Deep Learning and VR Technology in Film and Television Production From the Perspective of Audience Psychology

Tong

Cao²,

Sun

et al. 2021

Front. Psychol.

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As the development of artificial intelligence (AI) technology, the deep-learning (DL)-based Virtual Reality (VR) technology, and DL technology are applied in human-computer interaction (HCI), and their impacts on modern film and TV works production and audience psychology are analyzed. In film and TV production, audiences have a higher demand for the verisimilitude and immersion of the works, especially in film production. Based on this, a 2D image recognition system for human body motions and a 3D recognition system for human body motions based on the convolutional neural network (CNN) algorithm of DL are proposed, and an analysis framework is established. The proposed systems are simulated on practical and professional datasets, respectively. The results show that the algorithm's computing performance in 2D image recognition is 7–9 times higher than that of the Open Pose method. It runs at 44.3 ms in 3D motion recognition, significantly lower than the Open Pose method's 794.5 and 138.7 ms. Although the detection accuracy has dropped by 2.4%, it is more efficient and convenient without limitations of scenarios in practical applications. The AI-based VR and DL enriches and expands the role and application of computer graphics in film and TV production using HCI technology theoretically and practically.

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Section: Introductionmentioning

confidence: 99%

The Use of Deep Learning and VR Technology in Film and Television Production From the Perspective of Audience Psychology

Tong

Cao²,

Sun

et al. 2021

Front. Psychol.

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Application of Neural Network and Virtual Reality Technology in Digital Video Effects

Jiang

2022

International Transactions on Electrical Energy Systems

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With the continuous innovation of technology, digital technology is more and more widely used in the production of TV shows and movies and plays an important role. The effective application of digital video effects technology can enhance the visual effects of the overall TV and film works and improve the quality of the works. After the use of digital special effects in film and television production, people see more exquisite film and television pictures, but today’s technology is not enough to meet people’s growing demand for film and television pictures. This paper applied neural network and virtual reality technology to the production process of digital video effects and conducted a comparative experiment with the digital video effects produced by using the current technology. The special effects were evaluated in four aspects: image fidelity, sound distortion, picture fluency, and production efficiency. The experimental results show that after applying neural network and virtual reality technologies, the image fidelity of digital video effects is increased by 6.74%, the sound distortion is reduced by 7.69%, the picture fluency is increased by 6.89%, and the production efficiency is increased by 7.91%. Applying the neural network and virtual reality technology can improve the quality and efficiency of digital video special effects production.

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Media heterotopias: Digital effects and material labour in global film production

Cited by 2 publications

References 0 publications

The Use of Deep Learning and VR Technology in Film and Television Production From the Perspective of Audience Psychology

The Use of Deep Learning and VR Technology in Film and Television Production From the Perspective of Audience Psychology

Application of Neural Network and Virtual Reality Technology in Digital Video Effects

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