# A Design Method of Virtual Folk Museum Roaming System Based on Visual Interaction Technology

Authors: Yifei Li
Journal: Mathematical Problems in Engineering
 (2022)

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## Abstract

The effective display of museums can greatly improve the attention of museums. The traditional museum display methods are old and old-fashioned. Aiming at the lack of vivid and immersive display in folklore museums, based on augmented reality technology and artificial intelligence, a virtual folklore museum roaming system based on visual interaction technology is proposed for 3D visualization of cultural heritage. The method applies the 6D pose estimation algorithm of objects to the display of museum objects. 6D pose estimation of objects refers to detecting objects present in an image and estimating their 3D position and orientation relative to the observer. In the field of augmented reality, 6D pose estimation is used to measure the pose of objects in the real environment and add virtual objects to it with the correct pose, thereby realizing augmented reality applications on the mobile side. The experimental results show that the 6D pose estimation method proposed in this paper has an accuracy rate of 93.3% and a running speed of 30 frames per second, which meets the needs of augmented reality applications and can be used in augmented reality museum display systems to provide them with vivid interactive content. Breaking through the time and space limitations of cultural heritage objects, it brings an immersive visiting experience to the audience.


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## Body

## 1. Introduction

The museum bears the sacred responsibility of preserving and furthering the excellent traditional culture of the Chinese people and the Chinese nation. Its primary responsibility is the collection and preservation of cultural relics. It is one of the country’s public cultural institutions, according to the official website. When it comes to public cultural institutions, the museum’s cultural relics are the most representative items because they are the ones that can best reflect the development of civilization over time [1, 2]. The cultural relics housed in our country’s museums represent a rich and diverse cultural heritage, and they play an extremely important role in the transmission and development of Chinese traditional culture. Most folk museums in my country have gradually grown in size over the years, as have their infrastructures. Elements and forms of activities such as architecture, collections, educational activities, and exhibitions have also evolved over time. In order for more people to understand the museum and experience the charm of traditional Chinese culture, the number of free and open folk museums continues to grow, and the number of open cultural relics continues to expand. Aside from that, socialist development with Chinese characteristics has entered a new epoch, and the primary contradiction in our society has been transformed into a conflict between the people’s ever-growing demands for a better life and unbalanced and inadequate development. Museum must also maintain their high standards of collection, preservation, and research of cultural relics in order to maintain their relevance, put forth more stringent requirements [3–8].The abundance of display methods for cultural heritage is increasing as a result of the continuous development of digital technology. Online exhibitions, multimedia communication, immersive experience, and other forms of cultural heritage display provide a diverse range of channels for displaying cultural heritage, thereby effectively expanding the scope of cultural heritage dissemination and the cultural value of heritage. With the maturation of augmented reality technology, augmented reality museums have begun to enter people’s lives, bringing with them new ways of experiencing the world. Augmented reality (AR) is a type of augmented reality that uses computer graphics and visualization technology to apply virtual information to the real world, allowing the real environment and virtual objects to be seamlessly integrated to improve the user experience [9–13]. A virtual object is one from which light rays appear to emanate but physically do not. The virtual-real fusion technology that underpins augmented reality is the foundation of the technology. One of the most important aspects of this technology is its ability to align the three-dimensional coordinate system of the virtual world with the three-dimensional coordinate system of the real world in order to achieve the perfect fusion of virtual and real scenes. Throughout the experience, the user’s position will change on a constant basis, and the viewing angle will change in tandem with that change. It is necessary to constantly change the transformation relationship between the virtual world and the real world coordinate system in order to achieve a realistic effect, and this should be done in response to the user’s observation position and angle. Accurately estimating the 3D position and 3D orientation of an object is an important task, that is, accurately estimating the 6D pose of an object in three dimensions [14, 15].6D pose can maintain the high resolution of extracted features while fusing high- and low-resolution feature maps to improve high-resolution pose estimation. Due to the introduction of new concepts such as machine learning and neural networks, DL-based algorithms have emerged as a research hotspot in recent years. Many researchers have attempted to apply DL-based methods to 6D pose estimation and have found promising results. These algorithms employ convolutional neural networks (CNN) in a variety of ways to determine the correspondence between the 6D pose of an object and the image being analyzed. Some researchers, for example, use CNN to directly predict object poses in order to establish correspondences between objects. For the time being, the mainstream algorithm is to define 3D key points on the object and predict the 2D key points on the image as the intermediate representation of the pose estimation in order to construct the corresponding relationship, and then obtain the object pose by calculating the 2D-3D correspondence relationship between those key points [16, 17]. Some researchers have proposed a three-stage approach, in which the coarse-to-fine segmentation is achieved in the first two stages, and the results are fed into the third network, which outputs the vertices of the object’s bounding box as a result of the results [18–23].The PnP algorithm can calculate the 6D pose based on the 2D-3D connection that has been established. Some researchers proposed that the 2D object detector should be used to intercept the object area from the image and that the intercepted area should then be fed into the key point detection network, which would then extract the key points for the object. Finally, the PnP algorithm is used to determine the pose of the object [24, 25].However, in the process of detecting key points, downsampling the high-resolution feature map to low resolution, and then recovering from the low-resolution feature map, all of the methods described above use a high-to-low- and low-to-high-resolution framework. Compared with the single or repeated multiple times high-resolution idea, this process realizes multiscale feature extraction, and during this process, the feature space information will be lost, resulting in decreased detection accuracy and/or detection precision. Furthermore, these methods necessitate the use of a large number of manual labels, which are frequently unavailable in real-world scenarios, resulting in limited pose estimation accuracy in practical applications, and it is difficult to achieve seamless virtual-real fusion using these methods. One other drawback of these methods is that they require a large number of steps, as it is necessary to carry out target detection, keypoint detection, and pose calculation on each image in turn. The redundant feature extraction and PnP calculation processes cause the algorithm to run slowly, which causes it to be less effective [26–30].For this reason, this paper proposes an end-to-end 6D pose estimation method that connects high-resolution and low-resolution networks in parallel and maintains the high resolution of extracted features while fusing high- and low-resolution feature maps to improve high-resolution pose estimation. In addition to the representation effect of the resolution feature map, the obtained features contain more information in terms of spatial information, and the prediction of key points is more accurate.Folk museums, which are closely related to augmented reality applications, primarily display and interact with three-dimensional cultural relic models. Based on the identification of specific markers in two-dimensional images, the method of realization is as follows: users scan and create three-dimensional objects or two-dimensional plane pictures using mobile phones and other devices, and then present the models of cultural relics to the public, and so forth. At the same time, the Folklore museum strives to integrate cultural heritage into the daily lives of the general public, such as through the use of augmented reality to recognize human body posture for virtual dressing and facial features to wear headgear virtually in order to encourage users to take photographs with cultural relics and share them on social media. In terms of the selection of augmented reality display devices for folk museums, mobile devices such as smartphones are the most popular choice. By contrast, because running complex computer vision algorithms requires a significant amount of computing power, deploying them directly on mobile devices will result in a long processing delay, which will be insufficient to meet the timeliness requirements of AR applications and will negatively impact the user experience. A distributed augmented reality framework built on cloud computing, using the 6D pose estimation algorithm of objects, is proposed as a solution to this problem in order to achieve high-precision and low-latency mobile augmented reality applications. Cultural relics are displayed and interacted with more effectively on the combined augmented reality museum platform display, which was developed by Google.


## 2. Related Work

### 2.1. Introduction of the Folk Museum

#### 2.1.1. Definition

The Folklore museum is a professional minority museum that serves the community. The establishment of the national museum is of great significance in terms of the transmission and preservation of national cultural relics and artifacts. The use of the ethnographic museum’s function-intensive advantages facilitates the transmission of ethnic culture over time in a continuous manner. Affecting ethnic characteristics, ethnographic museums are primarily located in ethnic gathering areas and play a critical role in the dissemination of regional ethnic culture and heritage. There are more than 100 museums of ethnic cultural relics in China, according to relevant statistics. These museums preserve the characteristics of ethnic and folk customs, and they are important sources of support for the inheritance and protection of ethnic cultural relics. They also facilitate the integration of ethnic cultural dissemination into the scope of standardized management and protection.


#### 2.1.2. Functions and Responsibilities of Folk Museum

Museums in China are primarily cultural institutions that collect, preserve, and exhibit the valuable historical culture and products that have survived the development of the times. They also serve as educational and research centers. By holding relevant cultural exhibitions, the museum conducts scientific research on relevant cultural relic specimens and disseminates historical, scientific, and cultural knowledge to the general public. It also carries out socialist and patriotic education, raises the scientific and cultural level of the general public, and aids in the advancement of my country’s socialist modernization campaign. In addition, as an important resource repository for the preservation of national culture, the ethnographic museum combines the characteristics of a museum with the characteristics of a national institution. Because of this, ethnographic museums must improve their functions in order to fulfill their educational objectives. This museum should give full consideration to the characteristics of aesthetic education, ideological education, and practical educational opportunities, as well as promoting the smooth development of mutual recognition and patriotism education among ethnic groups in the United States.


#### 2.1.3. Features of the Ethnographic Museum

By showcasing the cultural heritage, museums entice visitors to come in, and the visitation, research, and educational functions of ethnic museums contribute directly to the dissemination of ethnic culture in China. A positive experience serves as the “catalyst” that draws people to a location. People’s enthusiasm for visiting and their desire to learn can both be enhanced as a result of the influence of this factor. “A good visiting order and a positive museum-going experience are the most effective ways to effectively relieve the fatigue that can result from museum visits.”The Museum of Ethnography. Its construction should be based on national cultural education and patriotism education, which will help to strengthen national identity and national cultural confidence, stimulate national cultural pride, and improve the overall identity of the Chinese nation. It will also help to spread the excellent culture of all nationalities, which will aid in the development of the Chinese nation as well.


### 2.2. The Role and Direction of Folk Museums in the Inheritance and Development of Traditional Culture

#### 2.2.1. Cultural Relics Promote the Inheritance and Development of Traditional Culture

Relics of the Chinese nation’s traditional culture and the crystallization of the wisdom of our country’s ancient working people are represented by cultural relics as the primary means of transmission. Museum cultural relics can be used to pass down and protect traditional culture, as well as to promote cultural growth and advancement. It will be necessary to break free from the constraints imposed by categorical thinking and research bottlenecks created by historical periods and dynasties in order for cultural relics research to progress in depth. This will necessitate conducting systematic research on cultural relics groups. People, events, and cultural practices can all be considered when conducting research. While the investigation of mobile cultural relics conducted by the state has laid a solid foundation for the development of an online cultural relics resource database, its results have also made it possible to conduct in-depth and systematic research on cultural relics. It has been determined that the historical significance and charm of the times of Chinese traditional culture have been fully demonstrated by uncovering the hidden historical allusions hidden behind the museum’s fine cultural relics and studying them to trace their origins.


#### 2.2.2. Exhibition Promotes the Inheritance and Development of Traditional Culture

Every aspect of our social life bears the profound imprint of the outstanding traditional culture of the Chinese nation, which can be found in every aspect of our lives. Besides providing the general public with tours and appreciation services, the museum also encourages the transmission and development of traditional culture through the presentation of carefully curated exhibitions, with the results of these exhibitions demonstrating the effectiveness of these efforts. According to the State Administration of Cultural Heritage’s guidelines for improving the quality of museum exhibitions, it can be seen that the relevant ideas and themes for museum exhibition planning are heavily influenced by the fundamental concepts, traditional virtues, and humanistic spirits of history and culture. Museum exhibitions should cover a wide range of cultural topics, and when designing them, they should draw attention to the characteristics of the collection itself so that they can not only reflect the historical and cultural atmosphere contained in cultural relics but also express artistic information comprehensively and centrally. This necessitates exhibition planners not only to have a strong understanding of traditional culture and Chinese cultural heritage but also have a wide range of professional skills, such as architecture, design, and esthetics, to plan exhibitions.


#### 2.2.3. Education Promotes the Inheritance and Development of Traditional Culture

As society’s primary platform for publicity, education, and art appreciation, the museum serves an important role in the community. It is also the nation’s most significant cultural relic collection and preservation unit. Culture-relic classification, display, and scientific research are the most fundamental functions of museums, and their presentation form is designed to promote public awareness and education.


#### 2.2.4. Cultural Creativity Promotes the Inheritance and Development of Traditional Culture

In CN, cultural and creative products are protected by intellectual property laws that are in effect nationwide. A unique advantage that my country enjoys in the research and development of cultural and creative products is due to the extensive cultural relic resources of my country’s folk museums, which are unmatched by other countries. Consequently, the protection of new cultural and creative products created using the museum’s unique cultural relic template is more stringent than it is currently in place. A slew of policies and opinions have been issued by my country in recent years, all of which are intended to encourage independent research and the development of cultural and creative products. These policies and opinions not only set higher standards for the development of my country’s museum, cultural, and creative industry, but they have also infused new life into the sector.If a folk museum wishes to revitalize the development of the museum’s cultural and creative industry, it must engage in extensive and ongoing exploration and practice, according to the most widely accepted definition. Because of this, it is necessary to transform the rich traditional cultural connotations into creative resources for product research in order to ensure that the formed cultural and creative physical products can accurately reflect the characteristics and styles of the region that they are produced in. Museums should not only focus on sales but also on the research and development of cultural and creative products, as well as the promotion of these products. The most important goal is to reduce the distance between museums and the general public in order to increase the general public’s sense of belonging to museum culture [31].


## 2.1. Introduction of the Folk Museum

### 2.1.1. Definition

The Folklore museum is a professional minority museum that serves the community. The establishment of the national museum is of great significance in terms of the transmission and preservation of national cultural relics and artifacts. The use of the ethnographic museum’s function-intensive advantages facilitates the transmission of ethnic culture over time in a continuous manner. Affecting ethnic characteristics, ethnographic museums are primarily located in ethnic gathering areas and play a critical role in the dissemination of regional ethnic culture and heritage. There are more than 100 museums of ethnic cultural relics in China, according to relevant statistics. These museums preserve the characteristics of ethnic and folk customs, and they are important sources of support for the inheritance and protection of ethnic cultural relics. They also facilitate the integration of ethnic cultural dissemination into the scope of standardized management and protection.


### 2.1.2. Functions and Responsibilities of Folk Museum

Museums in China are primarily cultural institutions that collect, preserve, and exhibit the valuable historical culture and products that have survived the development of the times. They also serve as educational and research centers. By holding relevant cultural exhibitions, the museum conducts scientific research on relevant cultural relic specimens and disseminates historical, scientific, and cultural knowledge to the general public. It also carries out socialist and patriotic education, raises the scientific and cultural level of the general public, and aids in the advancement of my country’s socialist modernization campaign. In addition, as an important resource repository for the preservation of national culture, the ethnographic museum combines the characteristics of a museum with the characteristics of a national institution. Because of this, ethnographic museums must improve their functions in order to fulfill their educational objectives. This museum should give full consideration to the characteristics of aesthetic education, ideological education, and practical educational opportunities, as well as promoting the smooth development of mutual recognition and patriotism education among ethnic groups in the United States.


### 2.1.3. Features of the Ethnographic Museum

By showcasing the cultural heritage, museums entice visitors to come in, and the visitation, research, and educational functions of ethnic museums contribute directly to the dissemination of ethnic culture in China. A positive experience serves as the “catalyst” that draws people to a location. People’s enthusiasm for visiting and their desire to learn can both be enhanced as a result of the influence of this factor. “A good visiting order and a positive museum-going experience are the most effective ways to effectively relieve the fatigue that can result from museum visits.”The Museum of Ethnography. Its construction should be based on national cultural education and patriotism education, which will help to strengthen national identity and national cultural confidence, stimulate national cultural pride, and improve the overall identity of the Chinese nation. It will also help to spread the excellent culture of all nationalities, which will aid in the development of the Chinese nation as well.


## 2.1.1. Definition

The Folklore museum is a professional minority museum that serves the community. The establishment of the national museum is of great significance in terms of the transmission and preservation of national cultural relics and artifacts. The use of the ethnographic museum’s function-intensive advantages facilitates the transmission of ethnic culture over time in a continuous manner. Affecting ethnic characteristics, ethnographic museums are primarily located in ethnic gathering areas and play a critical role in the dissemination of regional ethnic culture and heritage. There are more than 100 museums of ethnic cultural relics in China, according to relevant statistics. These museums preserve the characteristics of ethnic and folk customs, and they are important sources of support for the inheritance and protection of ethnic cultural relics. They also facilitate the integration of ethnic cultural dissemination into the scope of standardized management and protection.


## 2.1.2. Functions and Responsibilities of Folk Museum

Museums in China are primarily cultural institutions that collect, preserve, and exhibit the valuable historical culture and products that have survived the development of the times. They also serve as educational and research centers. By holding relevant cultural exhibitions, the museum conducts scientific research on relevant cultural relic specimens and disseminates historical, scientific, and cultural knowledge to the general public. It also carries out socialist and patriotic education, raises the scientific and cultural level of the general public, and aids in the advancement of my country’s socialist modernization campaign. In addition, as an important resource repository for the preservation of national culture, the ethnographic museum combines the characteristics of a museum with the characteristics of a national institution. Because of this, ethnographic museums must improve their functions in order to fulfill their educational objectives. This museum should give full consideration to the characteristics of aesthetic education, ideological education, and practical educational opportunities, as well as promoting the smooth development of mutual recognition and patriotism education among ethnic groups in the United States.


## 2.1.3. Features of the Ethnographic Museum

By showcasing the cultural heritage, museums entice visitors to come in, and the visitation, research, and educational functions of ethnic museums contribute directly to the dissemination of ethnic culture in China. A positive experience serves as the “catalyst” that draws people to a location. People’s enthusiasm for visiting and their desire to learn can both be enhanced as a result of the influence of this factor. “A good visiting order and a positive museum-going experience are the most effective ways to effectively relieve the fatigue that can result from museum visits.”The Museum of Ethnography. Its construction should be based on national cultural education and patriotism education, which will help to strengthen national identity and national cultural confidence, stimulate national cultural pride, and improve the overall identity of the Chinese nation. It will also help to spread the excellent culture of all nationalities, which will aid in the development of the Chinese nation as well.


## 2.2. The Role and Direction of Folk Museums in the Inheritance and Development of Traditional Culture

### 2.2.1. Cultural Relics Promote the Inheritance and Development of Traditional Culture

Relics of the Chinese nation’s traditional culture and the crystallization of the wisdom of our country’s ancient working people are represented by cultural relics as the primary means of transmission. Museum cultural relics can be used to pass down and protect traditional culture, as well as to promote cultural growth and advancement. It will be necessary to break free from the constraints imposed by categorical thinking and research bottlenecks created by historical periods and dynasties in order for cultural relics research to progress in depth. This will necessitate conducting systematic research on cultural relics groups. People, events, and cultural practices can all be considered when conducting research. While the investigation of mobile cultural relics conducted by the state has laid a solid foundation for the development of an online cultural relics resource database, its results have also made it possible to conduct in-depth and systematic research on cultural relics. It has been determined that the historical significance and charm of the times of Chinese traditional culture have been fully demonstrated by uncovering the hidden historical allusions hidden behind the museum’s fine cultural relics and studying them to trace their origins.


### 2.2.2. Exhibition Promotes the Inheritance and Development of Traditional Culture

Every aspect of our social life bears the profound imprint of the outstanding traditional culture of the Chinese nation, which can be found in every aspect of our lives. Besides providing the general public with tours and appreciation services, the museum also encourages the transmission and development of traditional culture through the presentation of carefully curated exhibitions, with the results of these exhibitions demonstrating the effectiveness of these efforts. According to the State Administration of Cultural Heritage’s guidelines for improving the quality of museum exhibitions, it can be seen that the relevant ideas and themes for museum exhibition planning are heavily influenced by the fundamental concepts, traditional virtues, and humanistic spirits of history and culture. Museum exhibitions should cover a wide range of cultural topics, and when designing them, they should draw attention to the characteristics of the collection itself so that they can not only reflect the historical and cultural atmosphere contained in cultural relics but also express artistic information comprehensively and centrally. This necessitates exhibition planners not only to have a strong understanding of traditional culture and Chinese cultural heritage but also have a wide range of professional skills, such as architecture, design, and esthetics, to plan exhibitions.


### 2.2.3. Education Promotes the Inheritance and Development of Traditional Culture

As society’s primary platform for publicity, education, and art appreciation, the museum serves an important role in the community. It is also the nation’s most significant cultural relic collection and preservation unit. Culture-relic classification, display, and scientific research are the most fundamental functions of museums, and their presentation form is designed to promote public awareness and education.


### 2.2.4. Cultural Creativity Promotes the Inheritance and Development of Traditional Culture

In CN, cultural and creative products are protected by intellectual property laws that are in effect nationwide. A unique advantage that my country enjoys in the research and development of cultural and creative products is due to the extensive cultural relic resources of my country’s folk museums, which are unmatched by other countries. Consequently, the protection of new cultural and creative products created using the museum’s unique cultural relic template is more stringent than it is currently in place. A slew of policies and opinions have been issued by my country in recent years, all of which are intended to encourage independent research and the development of cultural and creative products. These policies and opinions not only set higher standards for the development of my country’s museum, cultural, and creative industry, but they have also infused new life into the sector.If a folk museum wishes to revitalize the development of the museum’s cultural and creative industry, it must engage in extensive and ongoing exploration and practice, according to the most widely accepted definition. Because of this, it is necessary to transform the rich traditional cultural connotations into creative resources for product research in order to ensure that the formed cultural and creative physical products can accurately reflect the characteristics and styles of the region that they are produced in. Museums should not only focus on sales but also on the research and development of cultural and creative products, as well as the promotion of these products. The most important goal is to reduce the distance between museums and the general public in order to increase the general public’s sense of belonging to museum culture [31].


## 2.2.1. Cultural Relics Promote the Inheritance and Development of Traditional Culture

Relics of the Chinese nation’s traditional culture and the crystallization of the wisdom of our country’s ancient working people are represented by cultural relics as the primary means of transmission. Museum cultural relics can be used to pass down and protect traditional culture, as well as to promote cultural growth and advancement. It will be necessary to break free from the constraints imposed by categorical thinking and research bottlenecks created by historical periods and dynasties in order for cultural relics research to progress in depth. This will necessitate conducting systematic research on cultural relics groups. People, events, and cultural practices can all be considered when conducting research. While the investigation of mobile cultural relics conducted by the state has laid a solid foundation for the development of an online cultural relics resource database, its results have also made it possible to conduct in-depth and systematic research on cultural relics. It has been determined that the historical significance and charm of the times of Chinese traditional culture have been fully demonstrated by uncovering the hidden historical allusions hidden behind the museum’s fine cultural relics and studying them to trace their origins.


## 2.2.2. Exhibition Promotes the Inheritance and Development of Traditional Culture

Every aspect of our social life bears the profound imprint of the outstanding traditional culture of the Chinese nation, which can be found in every aspect of our lives. Besides providing the general public with tours and appreciation services, the museum also encourages the transmission and development of traditional culture through the presentation of carefully curated exhibitions, with the results of these exhibitions demonstrating the effectiveness of these efforts. According to the State Administration of Cultural Heritage’s guidelines for improving the quality of museum exhibitions, it can be seen that the relevant ideas and themes for museum exhibition planning are heavily influenced by the fundamental concepts, traditional virtues, and humanistic spirits of history and culture. Museum exhibitions should cover a wide range of cultural topics, and when designing them, they should draw attention to the characteristics of the collection itself so that they can not only reflect the historical and cultural atmosphere contained in cultural relics but also express artistic information comprehensively and centrally. This necessitates exhibition planners not only to have a strong understanding of traditional culture and Chinese cultural heritage but also have a wide range of professional skills, such as architecture, design, and esthetics, to plan exhibitions.


## 2.2.3. Education Promotes the Inheritance and Development of Traditional Culture

As society’s primary platform for publicity, education, and art appreciation, the museum serves an important role in the community. It is also the nation’s most significant cultural relic collection and preservation unit. Culture-relic classification, display, and scientific research are the most fundamental functions of museums, and their presentation form is designed to promote public awareness and education.


## 2.2.4. Cultural Creativity Promotes the Inheritance and Development of Traditional Culture

In CN, cultural and creative products are protected by intellectual property laws that are in effect nationwide. A unique advantage that my country enjoys in the research and development of cultural and creative products is due to the extensive cultural relic resources of my country’s folk museums, which are unmatched by other countries. Consequently, the protection of new cultural and creative products created using the museum’s unique cultural relic template is more stringent than it is currently in place. A slew of policies and opinions have been issued by my country in recent years, all of which are intended to encourage independent research and the development of cultural and creative products. These policies and opinions not only set higher standards for the development of my country’s museum, cultural, and creative industry, but they have also infused new life into the sector.If a folk museum wishes to revitalize the development of the museum’s cultural and creative industry, it must engage in extensive and ongoing exploration and practice, according to the most widely accepted definition. Because of this, it is necessary to transform the rich traditional cultural connotations into creative resources for product research in order to ensure that the formed cultural and creative physical products can accurately reflect the characteristics and styles of the region that they are produced in. Museums should not only focus on sales but also on the research and development of cultural and creative products, as well as the promotion of these products. The most important goal is to reduce the distance between museums and the general public in order to increase the general public’s sense of belonging to museum culture [31].


## 3. Method

This paper proposes an end-to-end 6D pose estimation method based on RGB images that can be used from start to finish. Following the example of reference 14, the method presented in this paper is based on the target detection network structure, and on this foundation, the network model is extended to realize object detection and pose estimation functions. Rather than relying on manual annotation, training data is synthesized using a 3D model of the object, the labels are generated automatically by a computer, and the synthesized images are used for training. There are several advantages to our method when compared to existing methods:(1)
The network connects network extraction modules with high to low resolutions in parallel, maintaining high-resolution representations and generating reliable high-resolution feature maps for subsequent detection by repeatedly fusing features of different resolutions.(2)
It is proposed that an end-to-end network architecture be used in this paper, which reduces the redundant feature extraction and PnP calculation processes while increasing the overall detection speed.(3)
It does not require real-world pose annotations as training data, and it has a high degree of generalization ability, making it suitable for use in practical scenarios.The algorithm flow is shown in Figure1.Figure 1
Framework of our method.For training the network, this paper output the bounding box, class, and mask map of the target. The frame loss and classification loss use the same loss function as YOLOv3, and the mask lossLLm uses the mean square error function, and the calculation function is as follows:(1)Lm=1M∑m1My−y^2,where y is the real mask map, y^ is the predicted mask map, and M is the number of samples.During training, three loss functions are used to constrain the entire network:(2)L=αLc+βLb+ξLm,where L is the total loss function, Lc is the object confidence loss for this target, Lb is the regression loss on the bounding box, and Lb and Lc both use the loss function of YOLOv3, and Lm is the mask loss.The network accepts images with a resolution of 640∗ 480 pixels as input. Because the problem of loss of feature map spatial information caused by the concatenation of high-resolution to low-resolution subnetworks is addressed by the use of a parallel framework in the detection network’s backbone structure, as well as high-resolution feature map extraction, the detection network’s backbone structure employs a parallel framework. It performs multiscale feature fusion between different networks as it gradually joins the low-resolution feature map extraction subnetwork in parallel. The mainframe of the object detection network is made up of four stages and four parallel convolution branches, which are all connected together. The number of branches in each stage increases step by step, and the resolution of the feature map of each branch decreases to half of the previous branch’s resolution as the number of branches increases. 1/4, 1/8, 1/16, and 1/32 of the image resolution are represented by these numbers. Furthermore, each branch will combine the multiresolution features generated by the other branches into a single feature. The first stage consists of four residual units, which are followed by a three-way convolution kernel. The second, third, and fourth stages are comprised of 1, 4, and 3 modules, respectively, in the second, third, and fourth stages.With the ROI features, the bounding box regression task can directly predict the coordinates of the bounding box’s upper left and lower right corners, which is useful for other tasks. It is necessary to perform two consecutive 1-1 convolution on the ROI feature in order for the keypoint detection task to generate a keypoint heatmap and then use the softmax function to convert the heatmap into a probability distribution map of key points. Each unit in the distribution map represents the probability of key points occurring at the corresponding pixel in the distribution map.The coordinatesxi and yi of the i-th key point can be calculated by following equations:(3)xi=∑u,vu⋅Piu,v,(4)yi=∑u,vv⋅Piu,v.The loss function of the key point adopts the mean square error function, and the final generated heat map takes the current position of the highest confidence value in the pixel as the position of the key point and is calculated as(5)Hx,yP=maximaxjHi,jP,where H is the heat map.The generated key point coordinates are marked asMk2DP, and the PnP formula is used to obtain the final rotation matrix R and translation matrix t, specifically(6)Mk2D=KRtMk3D,where Mk2D is the key point coordinates of the 3D model to start labeling, and K is the camera matrix parameter. R|t means that the rotation matrix and the translation matrix remain unchanged on the row, and are spliced on the column to obtain a 3 × 4 matrix. When formula (4) is used, the number of points needs to be greater than 3 to obtain the final pose. In the experiment of this paper, the number of feature points of the algorithm is 50.In order to fuse the visibility vector with the noisy features, the visibility encoder is first used to expand the dimension of the visibility vector, and then, the channel attention mechanism is used to reweight the noisy features. The aforementioned process can be expressed as(7)focc=ΩTfch,where fch is the feature that needs to be reweighted by the channel, and Ω is the weight parameter vector.In order to obtain the weight parameter vector, the visibility encoder is used to encode the visibility vector to higher-dimensional features, which results in the weight parameter vector. The visibility encoder is used to convert the visibility vector into a set of dimensions and the volume extracted by the baseline pose estimation network, to name a few specifics. Product feature channels with a value less than one have weights equal to the number of channels with a value less than one. In the following step, channel reweighting is applied to the convolutional features. The formula for this procedure is written as follows:(8)Ω=Fo,F=SigmoidF2F1o,where F represents the visibility encoder, Sigmoid=ex/∑ex, and the input is the output of the occlusion part classification network, that is, the visibility vector o. After two fully connected layers F1 and F2, the dimension of the vector is the same as the number of convolution feature channels extracted by the reference pose estimation network. Then, through the Sigmoid function, the value of each element of the output vector of the module is adjusted to be between 0 and 1, and the weight parameter vector is obtained. Then, it is multiplied with the convolutional feature fch extracted by the benchmark human pose estimation network on the corresponding channel to obtain the reweighted feature focc.


## 4. Experiment

On the public test set LINEMOD dataset, the method proposed in this paper is compared with two commonly used VR recognition algorithms, POSEOK and BPOST. There are 13 different object categories in the LINEMOD dataset. For each category, there are approximately 1500 RGB images with pose annotations. 2D projection is used to assess the accuracy of 3D pose estimation by comparing it to a known value. This indicator indicates that the pose estimation is accurate if the average distance error between the projected object pose and the actual object pose on the image is less than 5 pixels. This indicator is appropriate for evaluating algorithms that are related to augmented reality, as demonstrated by the experimental results shown in Figure2. Comparison of the running time is shown in Table 1.Figure 2
The precision comparison on LINEMOD.Table 1
Comparison of the running time.
MethodRunning time speed (frame s−1)POSEOK3BPOST16OUR27It can be seen that the method in this paper is significantly and fast compare to POSEOK and BPOST. Figure3 depicts the visualization results obtained by experimenting with the poses of objects in various scenes. The upper part is tested in an environment with a cluttered background, while the lower part is tested in an environment with a plain background. For example, the green border represents ground truth, and the blue frame represents the predicted pose. The network can accurately estimate the pose of an object when the image contains a complete object or when the object is in a straightforward scene, according to the results of the experiments.Figure 3
The visualization results.Specifically, the augmented reality museum platform proposed in this paper makes extensive use of mobile smart devices, such as mobile phones and tablet computers, to identify target objects (cultural relics and ruins) in the real environment and render corresponding virtual information based on the identified content, allowing visitors to enjoy the tour while on the tour. There are still some exhibits in the ruins that you can see, but you can also expand the content of the exhibits based on what you see and enhance the display of the exhibits in a digital format. Visitors can view the cultural relics from any angle, which breaks up the expanse of the museum.Limitations. Using a mobile device, the user scans a specific cultural relic to be displayed on the device. The three-dimensional model of the restored cultural relic is interactive, allowing the user to move it around and zoom in on it among other things. Figure 4 depicts a diagram of the system's effectiveness.Figure 4
Restoration display. (a) The original image. (b) Pose estimation renderings using our method.
(a)(b)


## 5. Conclusion

Aiming at the lack of vivid and immersive displays in folk museums, this paper proposes a roaming system for virtual folk museums based on visual interaction technology. The core algorithm of the system is an end-to-end 6D pose estimation algorithm for objects. The algorithm uses a parallel network structure to extract high-resolution features, retains more spatial information, improves the accuracy of predicting key points of objects, and uses an attitude inference network to replace the PnP algorithm, obtain the object pose from key points, improve the accuracy and speed of pose estimation, and use computer-synthesized images as training data to reduce the workload of data annotation. The experimental results show that the accuracy of the 6D pose estimation method of objects proposed in this paper is much higher than that of the comparison algorithm, and the developed VR museum display system can realize the enhanced display and interaction of cultural relics.This paper only introduces the basic CNN and does not introduce the latest target detection and attention mechanisms. In the future, we will continue to improve the method recognition accuracy from these two aspects.



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*Source: 5059511-2022-05-14.xml*