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Single Image Haze Removal Using Dark Channel Prior

Kaiming He; Jian Sun; Xiaoou Tang · IEEE Transactions on Pattern Analysis and Machine Intelligence · 2010

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In this paper, we propose a simple but effective image prior-dark channel prior to remove haze from a single input image. The dark channel prior is a kind of statistics of outdoor haze-free images. It is based on a key observation-most local patches in outdoor haze-free images contain some pixels whose intensity is very low in at least one color channel. Using this prior with the haze imaging model, we can directly estimate the thickness of the haze and recover a high-quality haze-free image. Results on a variety of hazy images demonstrate the power of the proposed prior. Moreover, a high-quality depth map can also be obtained as a byproduct of haze removal.

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APA 7

He, K, Sun, J, & Tang, X. (2010). Single Image Haze Removal Using Dark Channel Prior. https://doi.org/10.1109/tpami.2010.168

MLA

He, Kaiming, et al. "Single Image Haze Removal Using Dark Channel Prior." 2010. https://doi.org/10.1109/tpami.2010.168.

Chicago

He, Kaiming, Jian Sun, and Xiaoou Tang. 2010. "Single Image Haze Removal Using Dark Channel Prior.". https://doi.org/10.1109/tpami.2010.168.

Harvard

He, K, Sun, J. and Tang, X. 2010, Single Image Haze Removal Using Dark Channel Prior, IEEE Transactions on Pattern Analysis and Machine Intelligence, available at: https://doi.org/10.1109/tpami.2010.168 [Accessed 7 Aug. 2026].

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Title
Single Image Haze Removal Using Dark Channel Prior
Author / contributors
Kaiming He; Jian Sun; Xiaoou Tang
Publisher
IEEE Transactions on Pattern Analysis and Machine Intelligence
Publication year
2010
Language
English

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