JOURNAL ARTICLE

A Fast Defogging Image Recognition Algorithm Based on Bilateral Hybrid Filtering

Wei LiangJing LongKuan‐Ching LiJianbo XuNanjun MaXia Lei

Year: 2020 Journal:   ACM Transactions on Multimedia Computing Communications and Applications Vol: 17 (2)Pages: 1-16   Publisher: Association for Computing Machinery

Abstract

With the rapid advancement of video and image processing technologies in the Internet of Things, it is urgent to address the issues in real-time performance, clarity, and reliability of image recognition technology for a monitoring system in foggy weather conditions. In this work, a fast defogging image recognition algorithm is proposed based on bilateral hybrid filtering. First, the mathematical model based on bilateral hybrid filtering is established. The dark channel is used for filtering and denoising the defogging image. Next, a bilateral hybrid filtering method is proposed by using a combination of guided filtering and median filtering, as it can effectively improve the robustness and transmittance of defogging images. On this basis, the proposed algorithm dramatically decreases the computation complexity of defogging image recognition and reduces the image execution time. Experimental results show that the defogging effect and speed are promising, with the image recognition rate reaching to 98.8% after defogging.

Keywords:
Computer science Robustness (evolution) Artificial intelligence Computer vision Computation Image (mathematics) Filter (signal processing) Bilateral filter Algorithm

Metrics

117
Cited By
8.71
FWCI (Field Weighted Citation Impact)
32
Refs
0.98
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Image Enhancement Techniques
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Vision and Imaging
Physical Sciences →  Computer Science →  Computer Vision and Pattern Recognition
Advanced Image Fusion Techniques
Physical Sciences →  Engineering →  Media Technology

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