A Transition Towards Virtual Representations of Visual Scenes

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  • เผยแพร่เมื่อ 23 ม.ค. 2025
  • A Transition Towards Virtual Representations of Visual Scenes
    Américo Pereira, Luís Côrte-Real (Centre for Telecommunications and Multimedia, Portugal & University of Porto, Portugal) and Pedro Carvalho (Centre for Telecommunications and Multimedia, Portugal & Polytechnic of Porto, Portugal)
    Abstract
    We propose a unified architecture for visual scene understanding, aimed at overcoming the limitations of traditional, fragmented approaches in computer vision. Our work focuses on creating a system that accurately and coherently interprets visual scenes, with the ultimate goal to provide a 3D virtual representation, which is particularly useful for applications in virtual and augmented reality. By integrating various visual and semantic processing tasks into a single, adaptable framework, our architecture simplifies the design process, ensuring a seamless and consistent scene interpretation. This is particularly important in complex systems that rely on 3D synthesis, as the need for precise and semantically coherent scene descriptions keeps on growing. Our unified approach addresses these challenges, offering a flexible and efficient solution. We demonstrate the practical effectiveness of our architecture through a proof-of-concept system and explore its potential in various application domains, proving its value in advancing the field of computer vision.
    Keywords
    Visual Scene Understanding, Scene Understanding, 3D Reconstruction, Semantic Compression
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    #imageprocessing #patternrecognition #naturallanguageprocessing #semantics

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