Emirates Scholar Research Center - Research Publishing & Indexing Center

Markerless Augmented Reality For Facility Management: Automated Spatial Registration Based On Style Transfer Generative Network

Authors: Junjie Chen

Journal: 38th International Symposium On Automation And Robotics In Construction Dubai, UAE.

Publication Date:  Nov 2022

Keywords:  Augmented Reality Facility Management Markerless Spatial Registration Building Information Model (BIM) Generative Adversarial Network (GAN)


Abstract

Abstract

On-Demand And Real-Time Building Information Is Of Great Value To Support Facility Management. Such Information Can Be Easily Retrieved From An Up-To-Date Building Information Model (BIM), And Then Intuitively Presented To Facility Managers Or Inspectors By Augmented Reality (AR). However, Effective Spatial Registration Into BIM So As To Align The Virtual And Real Content Still Remains An Unresolved Challenge. Leveraging Recent Development In The Field Of Generative Networks, This Paper Proposes A Markerless Registration Approach That Can Automatically Align BIM With The Real View Captured By A Mobile Device Without Any Manual Operation. A Mobile AR Application Is Develop Based On The Proposed Registration Approach. Our Field Experiments Demonstrate The Effectiveness Of The Proposed Approach For Automated BIM Registration. The Successful Registration Thus Allows Users To Access The Rich Building Information, Especially Invisible Utility Such As The Mechanical, Electrical And Plumbing (MEP) System, In The Real-Life Context For Better Facility Management Practice.

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    Break larger goals into smaller, manageable steps.

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    Routine check-ups and preventive care are crucial for detecting potential health
    issues early and maintaining overall health. Consider these preventive care tips:

    – **Schedule Regular Health Screenings:** Regular screenings
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    can help detecting issues early. Follow your doctor’s recommendations for routine check-ups.

    – **Get Vaccinated:** Stay up to date with vaccinations, including the flu shot and other
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    – **Monitor Your Health:** Pay attention any changes in your body and report any unusual symptoms to your doctor.
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    – **Adopt Healthy Habits:** Steer clear of smoking, reduce alcohol
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    Quality sleep is vital for overall health. It permits the body to repair and recharge,
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    Consider these tips for better sleep:

    – **Stick to a Sleep Schedule:** Sleep and rise at the
    same time every day, even on weekends. Consistency helps regulate your body’s sleep-wake cycle.

    – **Create a Relaxing Bedtime Routine:** Develop a calming routine before bed, such as reading a
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    – **Limit Screen Time:** Reduce exposure to screens at least an hour
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    – **Make Your Bedroom Conducive to Sleep:** Ensure your bedroom is dark, quiet, and cool.
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    ### Stress Management

    Effective stress management is crucial for general wellness.
    Long-term stress can harm both mental and physical health.
    Consider these stress management tips:

    – **Recognize Stress Triggers:** Understand what causes stress in your life and find
    ways to reduce or manage these triggers.
    – **Practice Relaxation Techniques:** Incorporate relaxation techniques such as deep breathing, progressive muscle
    relaxation, or visualization for reducing
    stress levels.
    – **Stay Active:** Physical activity is an excellent way to reduce stress.
    Regular exercise emits endorphins, which boost mood and
    encourage relaxation.
    – **Balance Work and Life:** Seek a equilibrium between work
    and personal life. Take time for hobbies, relaxation, and spending time with loved ones.

    By incorporating these tips and strategies into your everyday routine, males can enhance their health and achieve a optimal lifestyle.
    Remember that health is an ongoing process, and making small, steady changes can result in significant improvements over time.

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    ↑ abcdefghijklmnopqrstu vwxyz aa ab ac ad ae af ag ah ai aj
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    el em en catchment area measured on the Bavaria
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  55. AI has revolutionized various industries, and the realm of Japanese animation and comics
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    ### 1. AI in Anime Production

    Creating anime involves many steps, such as writing, drawing, and
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    – **Character Design Automation:** Creating unique characters is essential to animated and comic production.
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    – **Improving Animation Quality:** AI technologies can enhance the clarity of animation by simplifying tedious tasks like interpolation (creating intermediate frames between two images) and adjusting colors.
    This enables animators to focus on higher-level aspects of creation.

    ### Artificial Intelligence in Manga Production

    Like anime, manga creation also gains from AI technologies.
    Starting with idea generation to final artwork, AI is playing a
    significant role in simplifying the process and improving output.

    – **Artificial Intelligence in Story Development:** Creating a compelling story is
    an essential part of manga production. AI tools can analyze successful manga and generate story ideas based on current themes and popular
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    – **Automated Panel Layouts:** Designing panels in a manga requires
    a sense of flow and timing. AI programs can help artists design engaging panel layouts by analyzing current comics and suggesting optimal
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    – **Transferring Art Styles:** AI tools can apply particular art styles to current
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    ### 3. AI in Distribution and Marketing

    In addition to creation, AI is changing the distribution and promotion of
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    – **Targeted Marketing Campaigns:** AI studies audience information to develop personalized marketing
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    – **AI-Based Suggestions:** Streaming platforms and digital comic libraries use AI systems
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    – **Forecasting Trends:** AI studies patterns in readership and online activity to predict future popular themes.
    This allows creators to stay ahead of audience preferences and tailor their content appropriately.

    ### 4. AI in Fan Interaction

    AI is also changing the way enthusiasts interact with animated series
    and comics. From fan creations to virtual assistants, AI is enhancing
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    – **AI-Generated Fan Art:** AI programs can create fan art by studying current designs and producing original artwork
    in comparable styles. This allows fans to show their creativity without requiring advanced drawing abilities.

    – **Digital Helpers:** Artificial intelligence-based virtual assistants can respond
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    This enhances fan interaction and keeps users up-to-date
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    ### 5. AI Manga Image Generators

    Among the fascinating developments in artificial intelligence for comic creation is the use of artificial intelligence-based image generators.
    These tools enable creators to produce high-quality comic artwork quickly and efficiently.

    – **Concept Art Generation:** AI image generators can rapidly produce initial designs based on artist requirements.

    This assists artists visualize their ideas prior to starting to full-scale
    creation.
    – **Style Adaptation:** AI tools can analyze and replicate the art style of particular
    manga artists. This enables creators to create images that match the visual
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    – **Panel Generation:** AI programs can help in the generation of comic panels by
    automatically scenes, characters, and dialogue bubbles.
    This accelerates the creation process and enables creators
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    ### 6. AI in Anime Image Generation

    Just as in manga, AI is playing a significant role in generating animated images.

    Starting with character design to full scenes, AI image generators provide
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    – **Character Creation:** AI tools can create animated characters
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    This simplifies the creation workflow and ensures consistency
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    – **Scene Generation:** AI image generators can produce detailed
    scenes for anime productions. Through studying current scenes
    and user inputs, AI can create scenes that match the intended style and atmosphere.

    – **Creating Animations:** AI tools additionally assist in generating dynamic
    animations. By automating time-consuming tasks like in-betweening and lip-syncing, AI liberates artists to concentrate
    on creative aspects of creation.

    ### The Future of AI in Anime and Manga

    While AI provides many advantages to the anime and manga world, it additionally poses some
    issues. Understanding these obstacles and addressing them is essential for realizing the full capabilities of AI tools.

    – **Quality Control:** Making sure of the caliber of AI-generated
    material is consistent with hand-drawn art requires continuous
    supervision and tweaking. Creators must carefully review AI
    results to make sure of they adhere to high standards.

    – **Ethical Considerations:** The application of AI in creative industries raises
    concerns about ownership and credit. It is crucial to handle
    such ethical issues to make sure of equity and acknowledgement of artist contributions.

    – **Fostering Creativity:** Although AI can enhance and streamline the production workflow, it
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    ### Conclusion

    Artificial intelligence is poised to revolutionize
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    studios, and fans alike. Through the use of AI
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    and reach broader audiences.

    Still, it is crucial to address the obstacles and ethical considerations associated
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