Matches in SemOpenAlex for { <https://semopenalex.org/work/W4380680936> ?p ?o ?g. }
- W4380680936 endingPage "1221" @default.
- W4380680936 startingPage "1221" @default.
- W4380680936 abstract "The underwater images acquired by marine detectors inevitably suffer from quality degradation due to color distortion and the haze effect. Traditional methods are ineffective in removing haze, resulting in the residual haze being intensified during color correction and contrast enhancement operations. Recently, deep-learning-based approaches have achieved greatly improved performance. However, most existing networks focus on the characteristics of the RGB color space, while ignoring factors such as saturation and hue, which are more important to the human visual system. Considering the above research, we propose a two-step triple-color space feature fusion and reconstruction network (TCRN) for underwater image enhancement. Briefly, in the first step, we extract LAB, HSV, and RGB feature maps of the image via a parallel U-net-like network and introduce a dense pixel attention module (DPM) to filter the haze noise of the feature maps. In the second step, we first propose the utilization of fully connected layers to enhance the long-term dependence between high-dimensional features of different color spaces; then, a group structure is used to reconstruct specific spacial features. When applied to the UFO dataset, our method improved PSNR by 0.21% and SSIM by 0.1%, compared with the second-best method. Numerous experiments have shown that our TCRN brings competitive results compared with state-of-the-art methods in both qualitative and quantitative analyses." @default.
- W4380680936 created "2023-06-15" @default.
- W4380680936 creator A5001278860 @default.
- W4380680936 creator A5010402660 @default.
- W4380680936 creator A5027161927 @default.
- W4380680936 creator A5062406306 @default.
- W4380680936 date "2023-06-13" @default.
- W4380680936 modified "2023-09-27" @default.
- W4380680936 title "TCRN: A Two-Step Underwater Image Enhancement Network Based on Triple-Color Space Feature Reconstruction" @default.
- W4380680936 cites W1644173899 @default.
- W4380680936 cites W2009071067 @default.
- W4380680936 cites W2048330522 @default.
- W4380680936 cites W2052090926 @default.
- W4380680936 cites W2133665775 @default.
- W4380680936 cites W2181646778 @default.
- W4380680936 cites W2293581118 @default.
- W4380680936 cites W2474516010 @default.
- W4380680936 cites W2594112328 @default.
- W4380680936 cites W2744216855 @default.
- W4380680936 cites W2746518190 @default.
- W4380680936 cites W2763503841 @default.
- W4380680936 cites W2771986438 @default.
- W4380680936 cites W2794405642 @default.
- W4380680936 cites W2948400274 @default.
- W4380680936 cites W2971483169 @default.
- W4380680936 cites W2990176100 @default.
- W4380680936 cites W2991938283 @default.
- W4380680936 cites W2998249728 @default.
- W4380680936 cites W3006777311 @default.
- W4380680936 cites W3034552520 @default.
- W4380680936 cites W3094174063 @default.
- W4380680936 cites W3097162517 @default.
- W4380680936 cites W3153844346 @default.
- W4380680936 cites W3154347377 @default.
- W4380680936 cites W3156187408 @default.
- W4380680936 cites W3159660641 @default.
- W4380680936 cites W3175634636 @default.
- W4380680936 cites W3196186628 @default.
- W4380680936 cites W3211054674 @default.
- W4380680936 cites W4211198541 @default.
- W4380680936 cites W4220729143 @default.
- W4380680936 cites W4220903724 @default.
- W4380680936 cites W4221146478 @default.
- W4380680936 cites W4286565472 @default.
- W4380680936 cites W4308745379 @default.
- W4380680936 cites W4362609184 @default.
- W4380680936 cites W4377079715 @default.
- W4380680936 doi "https://doi.org/10.3390/jmse11061221" @default.
- W4380680936 hasPublicationYear "2023" @default.
- W4380680936 type Work @default.
- W4380680936 citedByCount "0" @default.
- W4380680936 crossrefType "journal-article" @default.
- W4380680936 hasAuthorship W4380680936A5001278860 @default.
- W4380680936 hasAuthorship W4380680936A5010402660 @default.
- W4380680936 hasAuthorship W4380680936A5027161927 @default.
- W4380680936 hasAuthorship W4380680936A5062406306 @default.
- W4380680936 hasBestOaLocation W43806809361 @default.
- W4380680936 hasConcept C11413529 @default.
- W4380680936 hasConcept C115961682 @default.
- W4380680936 hasConcept C120665830 @default.
- W4380680936 hasConcept C121332964 @default.
- W4380680936 hasConcept C126537357 @default.
- W4380680936 hasConcept C126780896 @default.
- W4380680936 hasConcept C138885662 @default.
- W4380680936 hasConcept C142616399 @default.
- W4380680936 hasConcept C153294291 @default.
- W4380680936 hasConcept C154945302 @default.
- W4380680936 hasConcept C155512373 @default.
- W4380680936 hasConcept C159047783 @default.
- W4380680936 hasConcept C160633673 @default.
- W4380680936 hasConcept C166957645 @default.
- W4380680936 hasConcept C192209626 @default.
- W4380680936 hasConcept C194257627 @default.
- W4380680936 hasConcept C205649164 @default.
- W4380680936 hasConcept C2522874641 @default.
- W4380680936 hasConcept C2776257435 @default.
- W4380680936 hasConcept C2776401178 @default.
- W4380680936 hasConcept C2779495555 @default.
- W4380680936 hasConcept C2961294 @default.
- W4380680936 hasConcept C31258907 @default.
- W4380680936 hasConcept C31972630 @default.
- W4380680936 hasConcept C36372059 @default.
- W4380680936 hasConcept C41008148 @default.
- W4380680936 hasConcept C41895202 @default.
- W4380680936 hasConcept C79974267 @default.
- W4380680936 hasConcept C82990744 @default.
- W4380680936 hasConcept C84216515 @default.
- W4380680936 hasConcept C86803240 @default.
- W4380680936 hasConcept C9417928 @default.
- W4380680936 hasConcept C98083399 @default.
- W4380680936 hasConceptScore W4380680936C11413529 @default.
- W4380680936 hasConceptScore W4380680936C115961682 @default.
- W4380680936 hasConceptScore W4380680936C120665830 @default.
- W4380680936 hasConceptScore W4380680936C121332964 @default.
- W4380680936 hasConceptScore W4380680936C126537357 @default.
- W4380680936 hasConceptScore W4380680936C126780896 @default.
- W4380680936 hasConceptScore W4380680936C138885662 @default.
- W4380680936 hasConceptScore W4380680936C142616399 @default.