• Title/Summary/Keyword: Inactive region padding

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Reinforcement Learning based Inactive Region Padding Method (강화학습 기반 비활성 영역 패딩 기술)

  • Kim, Dongsin;Uddin, Kutub;Oh, Byung Tae
    • Journal of Broadcast Engineering
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    • v.26 no.5
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    • pp.599-607
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    • 2021
  • Inactive region means a region filled with invalid pixel values to represent a specific image. Generally, inactive regions are occurred when the non-rectangular formatted images are converted to the rectangular shaped image, especially when 3D images are represented in 2D format. Because these inactive regions highly degrade the compression efficiency, filtering approaches are often applied to the boundaries between active and inactive regions. However, the image characteristics are not carefully considered during filtering. In the proposed method, inactive regions are padded through reinforcement learning that can consider the compression process and the image characteristics. Experimental results show that the proposed method performs an average of 3.4% better than the conventional padding method.

Inactive region padding by reinforcement learning (강화학습을 이용한 비활성 영역 패딩)

  • Kim, Dongsin;Oh, Byung Tae
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2021.06a
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    • pp.339-342
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    • 2021
  • In this paper, we propose a new method for inactive region padding using reinforcement learning. Inactive region is an area that has no information, such as 360 or 3DOF+ vidoes. However, these inactive regions degrade the compression performance in general. To improve the compression performance, simple filtering is applied between active and inactive regions. But it does not fully consider the characteristics of the images. In the proposed method, inactive regions are padded through reinforcement learning that can consider the characteristics of images and the compression process. Experimental results show that the performance is better than the conventional padding method.

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