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Image descriptions in early and mid-level vision: What kind of model is this and what kind of models do we really need? (Comment on Watt Dakin)

机译:早期和中期愿景中的图像描述:这是哪种模型,我们真正需要哪种模型? (关于瓦特和达金的评论)

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摘要

In The utility of image descriptions in the initial stages of vision: A case study of printed text, Watt and Dakin describe a model that integrates mechanisms at both early and middle stages of visual processing, and provide a demonstration of the application of the model to the relational organization of printed text. In the following, we discuss a number of the merits of this approach, but argue that it is (at this stage) highly difficult to assess the utility of this model as a plausible description of human visual processing. First, we indicate that the authors' description of the model is underspecified. Second, we question the generalizability of the model. Third, we argue that the model needs to be directly compared to quantitative empirical data. Fourth, we argue that the model needs to be directly compared to alternative models.
机译:在视觉初始阶段的图像描述实用程序:印刷文本的案例研究中,Watt和Dakin描述了一个模型,该模型集成了视觉处理的早期和中期的机制,并提供了该模型在以下方面的应用的演示:印刷文本的关系组织。在下文中,我们讨论了这种方法的许多优点,但认为(在此阶段)很难评估此模型作为对人类视觉处理的合理描述的效用。首先,我们指出作者对该模型的描述不够明确。其次,我们质疑该模型的可推广性。第三,我们认为该模型需要直接与定量经验数据进行比较。第四,我们认为该模型需要直接与替代模型进行比较。

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