• Title/Summary/Keyword: Light Field Focus Convolutional Neural Network

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LFFCNN: Multi-focus Image Synthesis in Light Field Camera (LFFCNN: 라이트 필드 카메라의 다중 초점 이미지 합성)

  • Hyeong-Sik Kim;Ga-Bin Nam;Young-Seop Kim
    • Journal of the Semiconductor & Display Technology
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    • v.22 no.3
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    • pp.149-154
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    • 2023
  • This paper presents a novel approach to multi-focus image fusion using light field cameras. The proposed neural network, LFFCNN (Light Field Focus Convolutional Neural Network), is composed of three main modules: feature extraction, feature fusion, and feature reconstruction. Specifically, the feature extraction module incorporates SPP (Spatial Pyramid Pooling) to effectively handle images of various scales. Experimental results demonstrate that the proposed model not only effectively fuses a single All-in-Focus image from images with multi focus images but also offers more efficient and robust focus fusion compared to existing methods.

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