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Illumination Estimation Is Sufficient for Indoor-Outdoor Image Classification (CROSBI ID 673463)

Prilog sa skupa u zborniku | izvorni znanstveni rad | međunarodna recenzija

Banić, Nikola ; Lončarić, Sven Illumination Estimation Is Sufficient for Indoor-Outdoor Image Classification // 40th German Conference on Pattern Recognition. 2018. str. 473-486 doi: 10.1007/978-3-030-12939-2_33

Podaci o odgovornosti

Banić, Nikola ; Lončarić, Sven

engleski

Illumination Estimation Is Sufficient for Indoor-Outdoor Image Classification

Indoor-outdoor image classification is a well-known problem for which multiple solutions have been proposed, many of which use both low-level and high-level features put into various models. Despite varying complexity, the accuracy of most of these models is reported to be around 90%. In this paper it is shown that the same accuracy can be obtained by simple manipulation of only low-level features extracted from the image in the early phase of image formation and based on the simplest forms of illumination estimation, namely methods such as Gray-World. Additionally, it is shown how using the built-in camera auto white balance is also enough to effectively achieve state-of-the-art indoor-outdoor classification accuracy. The results are presented and discussed.

Illumination estimation ; indoor-outdoor ; image classification

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Podaci o prilogu

473-486.

2018.

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objavljeno

10.1007/978-3-030-12939-2_33

Podaci o matičnoj publikaciji

40th German Conference on Pattern Recognition

Podaci o skupu

German Conference on Pattern Recognition

poster

09.10.2018-12.10.2018

Stuttgart, Njemačka

Povezanost rada

Računarstvo

Poveznice