Academic Journal

IDACC: Image Dehazing Avoiding Color Cast Using a Novel Atmospheric Scattering Model

التفاصيل البيبلوغرافية
العنوان: IDACC: Image Dehazing Avoiding Color Cast Using a Novel Atmospheric Scattering Model
المؤلفون: Zhiwei Li, Xinjie Xiao, Nannan Zhang
المصدر: IEEE Access, Vol 12, Pp 70160-70169 (2024)
بيانات النشر: IEEE, 2024.
سنة النشر: 2024
المجموعة: LCC:Electrical engineering. Electronics. Nuclear engineering
مصطلحات موضوعية: Image dehazing, color cast, scattering compensation coefficient, atmospheric scattering model, Electrical engineering. Electronics. Nuclear engineering, TK1-9971
الوصف: Images captured in hazy scenes exhibit severe degradation. Various dehazing methods have been proposed recently. However, most of them have the drawback of color cast in the dehazing results. To solve this problem, we proposed an image dehazing algorithm called IDACC that avoids color cast by using a novel atmospheric scattering model (NASM). The NASM is obtained by introducing a scattering compensation coefficient into the atmospheric light term of the traditional atmospheric scattering model (ASM). The scattering compensation coefficient effectively suppresses the color cast caused by the atmospheric light term. Moreover, we designed a global information search (GIS) strategy based on the minimum value channel to facilitate the calculation of the transmission map. Extensive experiments show that IDACC achieves image dehazing and effectively avoids color cast. Note that the IDACC algorithm does not require to consume time in dataset collection and model training. Furthermore, IDACC needs to only input a hazy image and can directly output a haze-free image. Besides, our method shows excellent performance both quantitatively and qualitatively compared with state-of-the-art (SOTA) methods.
نوع الوثيقة: article
وصف الملف: electronic resource
اللغة: English
تدمد: 2169-3536
Relation: https://ieeexplore.ieee.org/document/10531734/; https://doaj.org/toc/2169-3536
DOI: 10.1109/ACCESS.2024.3402084
URL الوصول: https://doaj.org/article/dc4de85016c149cc9fb631f66d970b39
رقم الانضمام: edsdoj.4de85016c149cc9fb631f66d970b39
قاعدة البيانات: Directory of Open Access Journals
الوصف
تدمد:21693536
DOI:10.1109/ACCESS.2024.3402084