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Semantic Segmentation and Contextual Information Based Image Scene Interpretation: A Review

机译:语义分割和基于上下文信息的图像场景解释:一个综述

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The images in the scene consist of several objects that depict different relationships among themselves. Interpretation understands those relationships. Thus, scene interpretation is a scene description in which the scene models are consistent with the evidence, context information, and world knowledge. On one side, images in scene interpretation are useful in extracting the information that is related to the physical world and is meant for human operators. On the other side, it has always constituted a great challenge because of the varieties of complex objects due to which computer vision is not much capable to comprehend the information regarding the images in the scene. It also requires many efforts to extract the deeper meaning of the scene. So in review paper, we are going to summarize the methodology proposed by various researchers in terms of semantic segmentation and contextual information to interpret the images and highlight their contributions and challenges which still persist. Our analysis of the different methods proposed is also provided to draw some conclusions.
机译:场景中的图像由几个对象组成,这些对象描述了它们之间的不同关系。解释理解那些关系。因此,场景解释是一种场景描述,其中场景模型与证据,上下文信息和世界知识一致。一方面,场景解译中的图像可用于提取与物理世界有关的信息,并供人类操作人员使用。另一方面,由于复杂对象的种类繁多,因此计算机视觉无法很好地理解有关场景中图像的信息,因此,它一直是一个巨大的挑战。它还需要付出很多努力才能提取出场景的更深层含义。因此,在综述文件中,我们将总结各种研究人员在语义分割和上下文信息方面提出的方法,以解释图像并强调它们的贡献和仍然存在的挑战。我们还对提出的不同方法进行了分析,以得出一些结论。

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