Feature Map Guided Strategy for Robust Multi-Resolution Image Dehazing

Presence of haze in digital images poses significant challenges in computer vision applications, adversely impacting tasks like image segmentation and object detection. To tackle this issue, this paper introduces a fusion-based dehazing strategy by integrating color conversion, adaptive gamma correction, and parameter estimation. Through multi resolution fusion of chromatic and brightness maps, the algorithm efficiently removes haze, surpassing conventional single-image approaches while maintaining computational efficacy. From comparative analysis it is evident that, the proposed strategy is highly effective in terms of improving image quality for diverse applications.

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Publication Details

Published
2024-08-29
DOI
https://doi.org/10.1109/iceect61758.2024.10739040
Primary Topic
Image Enhancement Techniques
Type
article
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Feature Map Guided Strategy for Robust Multi-Resolution Image Dehazing

Amit Chatterjee, Nagendra Kumar, Avishek Kumar, Gaurav Pathak et al.
Image Enhancement Techniques
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Feature Map Guided Strategy for Robust Multi-Resolution Image Dehazing

Amit Chatterjee, Nagendra Kumar, Avishek Kumar, Gaurav Pathak, Akhilesh Kumar Mishra
article en

Abstract

Presence of haze in digital images poses significant challenges in computer vision applications, adversely impacting tasks like image segmentation and object detection. To tackle this issue, this paper introduces a fusion-based dehazing strategy by integrating color conversion, adaptive gamma correction, and parameter estimation. Through multi resolution fusion of chromatic and brightness maps, the algorithm efficiently removes haze, surpassing conventional single-image approaches while maintaining computational efficacy. From comparative analysis it is evident that, the proposed strategy is highly effective in terms of improving image quality for diverse applications.

National Institute of Technology Jamshedpur (IN), IILM Institute for Higher Education (IN), Indian Institute of Technology Delhi (IN), Dehradun Institute of Technology University (IN)
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Image Enhancement Techniques
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