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The Comprehension of Night Outdoor Scenes Based on GANs
Wang Wenxue 1,Zhang Honggang 2 *
1.School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, 100876;School of Information and Communication Engineering, Beijing University of Posts and Telecommunications, 100876
2.
*Correspondence author
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Funding: none
Opened online: 5 December 2017
Accepted by: none
Citation: Wang Wenxue,Zhang Honggang.The Comprehension of Night Outdoor Scenes Based on GANs[OL]. [ 5 December 2017] http://en.paper.edu.cn/en_releasepaper/content/4742121
 
 
Recently, with the increasing demand of growing market of ADAS and autonomous car, the technology of CV is dramatically developing.However, the comprehension of complicated scene image is still a difficult problem. This paper focus on the comprehension of night traffic scene image. Different from the traditional way that processes the night image directly, we propose a new method to comprehend the image regarding the feature of night image. This paper crawled near 30,000 pairs ofday and nightimages from AMOS webcams,then filtered and processed them to meet the needs. This paper trained the GAN model with the input of night image and output of day image. After that, the paper segmented the image, a day image that is generated froma night image, as the segmentation result using SegNet. The features in the method can also be used in scene classification. This paperfinally got the night images\' sematic meanings.
Keywords:Image-to-Image Translation; GAN; Semantic Segmentation; Night Outdoor
 
 
 

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