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UIF: An Objective Quality Assessment for Underwater Image Enhancement
[article]
2022
arXiv
pre-print
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Recent efforts have also been contributed to evaluate and compare the UIE performances with subjective and objective methods. ...
However, the subjective evaluation is time-consuming and uneconomic for all images, while existing objective methods have limited capabilities for the newly-developed UIE approaches based on deep learning ...
Until now, the visual quality of images can be evaluated by Image Quality Assessment (IQA), whose popular works include subjective and objective methods. ...
arXiv:2205.09392v1
fatcat:idexthqf65gnbdvhxl5kv7zvpu
Utility-Oriented Underwater Image Quality Assessment Based on Transfer Learning
[article]
2022
arXiv
pre-print
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The widespread image applications have greatly promoted the vision-based tasks, in which the Image Quality Assessment (IQA) technique has become an increasingly significant issue. ...
Based on this task, we build an Underwater Image Utility Database (UIUD) and a learning-based Underwater Image Utility Measure (UIUM). ...
Here we reorganize its structure to evaluate the utilities of underwater images. ...
arXiv:2205.03574v1
fatcat:okc6x34u4nagveyg7bykiv3fmy
Twice Mixing: A Rank Learning based Quality Assessment Approach for Underwater Image Enhancement
[article]
2021
arXiv
pre-print
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In this paper, we propose a novel rank learning guided no-reference quality assessment method for UIE. ...
To improve the quality of underwater images, various kinds of underwater image enhancement (UIE) operators have been proposed during the past few years. ...
Due to the lack of effective objective underwater image enhancement quality assessment (UIE-IQA) metrics, existing UIE methods rely on subjective comparisons to demonstrate the superiority of enhancement ...
arXiv:2102.00670v1
fatcat:76w5rp6wlzdjrps5jm3drgyrhy
Underwater No-Reference Image Quality Assessment for Display Module of ROV
2020
Scientific Programming
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The experimental results based on the underwater optical image quality database (UOQ) show that the proposed metric can provide an accurate prediction for the quality of the enhanced image. ...
The optical images collected by remotely operated vehicles (ROV) contain a lot of information about underwater (such as distributions of underwater creatures and minerals), which plays an important role ...
be enhanced or not and to monitor the quality of the enhanced image. e most accurate methods of image quality estimation are subjective image quality assessment (IQA). ...
doi:10.1155/2020/8856640
fatcat:vdlxkeak55btpjl3eaqeobbwsm
UID2021: An Underwater Image Dataset for Evaluation of No-reference Quality Assessment Metrics
[article]
2022
arXiv
pre-print
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Achieving subjective and objective quality assessment of underwater images is of high significance in underwater visual perception and image/video processing. ...
However, the development of underwater image quality assessment (UIQA) is limited for the lack of comprehensive human subjective user study with publicly available dataset and reliable objective UIQA metric ...
(UIER) and underwater image quality assessment algorithms, respectively. ...
arXiv:2204.08813v1
fatcat:qyzxf6h74feabjjs3yihi4w4mi
Objectively assessing underwater image quality for the purpose of automated restoration
2007
Visual Information Processing XVI
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scattering and absorption by the medium strongly influence the imaging results even within short distances, it is critical to have access to an objective measure of the quality of images obtained. ...
SUBJECT TERMS image quality, sharpness, restoration, underwater, MCM, WGSA, MTF, wavelet 16. SECURITY CLASSIFICATION OF: 17. LIMITATION OF 18. NUMBER 19a. NAME OF RESPONSIBLE PERSON a. REPORT b. ...
For these reasons, it is necessary to develop a method to determine objectively the quality of resulting image that has closer ties with the environment. ...
doi:10.1117/12.717789
dblp:conf/spieVIP/HouW07
fatcat:2sezlfdek5g5hhz3qft2tfwbbq
Image Quality Assessment Method for Underwater Acoustic Communication Based on Digital Watermarking
2013
International Journal on Smart Sensing and Intelligent Systems
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This paper proposes a method of reduced-reference image quality assessment based on watermarking algorithm in underwater acoustic channel. ...
In the receiver,we use the blind extraction methods to recover the watermark image and use the watermark degradation to evaluate the quality of the original one. ...
INTRODUCTION The quality assessment methods can be classified into two types: subjective image quality assessment(SIQA) and objective image quality assessment(OIQA) [1] . ...
doi:10.21307/ijssis-2017-564
fatcat:zwuksm7ypjcynfiubscr24rgwi
Underwater image quality enhancement through Rayleigh-stretching and averaging image planes
2014
International Journal of Naval Architecture and Ocean Engineering
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In this paper, a new approach for underwater image quality improvement is presented. ...
The proposed method aims to improve underwater image contrast, increase image details, and reduce noise by applying a new method of using contrast stretching to produce two different images with different ...
ACKNOWLEDGMENT The authors would like to thank the anonymous reviewers for their valuable comments and suggestions that helped significantly improve this paper. ...
doi:10.2478/ijnaoe-2013-0217
fatcat:sx3dnapagzestok3ceg2o3oyq4
Underwater image quality enhancement through composition of dual-intensity images and Rayleigh-stretching
2014
SpringerPlus
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The quality of underwater image is poor due to the properties of water and its impurities. ...
This paper proposes a method of enhancing the quality of underwater image. The proposed method consists of two stages. ...
and Low Contrast Images". ...
doi:10.1186/2193-1801-3-757
pmid:25674483
pmcid:PMC4320174
fatcat:pr2ddrlpxzdhbpebs3shqulhe4
Underwater image quality enhancement through composition of dual-intensity images and Rayleigh-stretching
2014
2014 IEEE Fourth International Conference on Consumer Electronics Berlin (ICCE-Berlin)
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The quality of underwater image is poor due to the properties of water and its impurities. ...
This paper proposes a method of enhancing the quality of underwater image. The proposed method consists of two stages. ...
and Low Contrast Images". ...
doi:10.1109/icce-berlin.2014.7034265
dblp:conf/icce-berlin/GhaniI14
fatcat:3gakaurnf5bmffsocphbewxr5y
Subjective and Objective Quality Evaluation for Underwater Image Enhancement and Restoration
2022
Symmetry
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Therefore, a subjective evaluation dataset for an underwater image enhancement and restoration method is constructed, and on this basis, an objective quality evaluation method of underwater images, based ...
To improve the quality of underwater images, underwater image enhancement and restoration methods have been proposed. ...
Acknowledgments: The authors are deeply thankful to the reviewers and editors for their valuable suggestions to improve the quality of the paper. ...
doi:10.3390/sym14030558
fatcat:hsar5scfxfdftmy7726iwr42au
An Underwater Image Enhancement Algorithm Based on Generative Adversarial Network and Natural Image Quality Evaluation Index
2021
Journal of Marine Science and Engineering
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When underwater vehicles work, underwater images are often absorbed by light and scattered and diffused by floating objects, which leads to the degradation of underwater images. ...
In this paper, several groups of experiments are compared, and through the subjective evaluation and objective evaluation indicators, it is verified that the enhanced image of this algorithm is better ...
Subjective Assessment
Table 4 . 4 NIQE index.Table 5. UCIQE index. ...
doi:10.3390/jmse9070691
fatcat:3f4wepgzkbdgnlegyl67esrxre
Performance Comparison of Convolutional Neural Network-based model using Gradient Descent Optimization algorithms for the Classification of Low Quality Underwater Images
2020
Journal of science and technolgy
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, stock assessment and abundance estimation. ...
Underwater imagery and analysis plays a major role in fisheries management and fisheries science helping developing efficient and automated tools for cumbersome tasks such as fish species identification ...
stock estimation, fish biomass monitoring, detection and classification of other underwater objects such as starfishes. ...
doi:10.46243/jst.2020.v5.i5.pp227-236
fatcat:ygz4pj37xzcv5eaa2wrixz3boe
Subjective and Objective Quality Assessment of Swimming Pool Images
2022
Frontiers in Neuroscience
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Extensive experimental results show that the proposed algorithm is superior to the most advanced image quality models in performance evaluation and the outcomes of subjective and objective quality assessment ...
To filled this gap, in this paper we reported a new database of underwater swimming pool images for the first time, which is composed of 1500 images and associated subjective ratings recorded by 16 inexperienced ...
the subjective IQA approach and the objective IQA method, and finally measured the error of the objective image quality score with MOS by using MSE and RMSE. ...
doi:10.3389/fnins.2021.766762
pmid:35087371
pmcid:PMC8787121
fatcat:bnupweh2xjcdbg7bhn4iy4ntpy
Quality Assessment for Comparing Image Enhancement Algorithms
2014
2014 IEEE Conference on Computer Vision and Pattern Recognition
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A rank function is trained to fit the subjective assessment results, and can be used to predict ranks of new enhanced images which indicate the relative quality of enhancement algorithms. ...
We construct a dataset which contains source images in bad visibility and their enhanced images processed by different enhancement algorithms, and then do subjective assessment in a pair-wise way to get ...
Moreover, subjective quality assessment is time consuming and expensive, and the problem of objective quality assessment for enhanced images itself is quite challenging. ...
doi:10.1109/cvpr.2014.384
dblp:conf/cvpr/ChenJT14
fatcat:jbl2lwfomjaunow3bjp4cvmfly
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