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Effective Denoising Architecture for Handling Multiple Noises

Computer Systems Science & Engineering 2023年第3期44卷 2667-2682页

作者： Na Hyoun kim namgyu kim The Graduate School of Business IT of Kookmin University Seoul02707Korea

Object detection,one of the core research topics in computer vision,is extensively used in various industrial *** there have been many studies of daytime images where objects can be easily detected,there is relatively little research on nighttime *** the case of nighttime,various types of noises,such as darkness,haze,and light blur,deteriorate image ***,an appropriate process for removing noise must precede to improve object detection *** there are many studies on removing individual noise,only a few studies handle multiple noises *** this paper,we pro-pose a convolutional denoising autoencoder(CDAE)-based architecture trained on various types of *** also present various composing modules for each noise to improve object detection performance for night *** the exclusively dark(ExDark)Image dataset,experimental results show that the Sequentialfiltering architecture showed superior mean average precision(mAP)compared to other architectures.

关键词： Object detection computer vision nighttime multiple noises convolutional denoising autoencoder

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Solar Driven 15.7% Hydrogen Conversion by Harmony of Light Harvesting,Electron Transporting Bridge,and S-Defection in a Self-Assembled Microscale CuS/rGO/CP Photoanode

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Energy & Environmental Materials 2024年第3期7卷 190-201页

作者： Sujeong kim Boseok Seo Hyerim Park Younghwan Im Jeong Yeon Do Byung Sub Kwak namgyu Son Minkyu kim Misook Kang Department of Chemistry College of Natural SciencesYeungnam UniversityGyeongsan Gyeongbuk 38541Korea School of Chemical Engineering Yeungnam UniversityGyeongsan Gyeongbuk 38541Korea Department of Energy and Hydrocarbon Chemistry Graduate School of EngineeringKyoto UniversityKyoto 615-8510Japan Korea Evaluation Institute of Industrial Technology(Keit) Cheomdan-Ro 8-GilDong-GuDaegu 41069Korea Korea Electric Power Research Institute(KEPRI)105 Munji-ro Yooseong-guDaejeon 34056Korea

CuS is an encouraging photoelectrode candidate that meets the essential requirements for efficient solar-to-hydrogen production,but it has not been thoroughly studied.A CuS light absorber layer is grown by the self-assembly of copper and sulfur precursors on a carbon paper(CP)***,rGO is introduced as a buffer layer to control the optical and electrical properties of the *** well-ordered microstructural arrangement suppresses the recombination loss of electrons and holes owing to enhanced charge-carrier generation,separation,and *** potential reaching 10 mA cm^(-2)in 1.0 M KOH solution is significantly lowered to 0.87 V,and the photocurrent density at 1.23 V is 94.7 mA cm^(-2).The computational result reveals that the potential-determining step is sensitive to O^(*)stability;the lower stability of O^(*)in the thin layer of CuS/rGO decreases the free-energy gap between the initial and final states of the potential-determining step,resulting in a lowering of the onset *** faradaic efficiency for the photoelectrochemical oxygen evolution reaction in the optimized 2CuS/1rGO/CP photoanode is 98.60%,and the applied bias photon-to-current and the solar-to-hydrogen efficiencies are 11.2%and 15.7%,respectively,and its ultra-high performance is maintained for 250 *** record-breaking achievement indices may be a trigger for establishing a green hydrogen economy.

关键词： 15.7%-solar to hydrogen density functional theory lower photopotential p-CuS/rGO/CP photoanode photoelectrochemical oxygen evolution

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Efficacy and safety of a patient-positioning device(EZ-FIX)for endoscopic retrograde cholangiopancreatography

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World Journal of Gastroenterology 2015年第19期21卷 5995-6000页

作者： Seungho Lee Joung-Ho Han Hee Seung Lee Ki Bae kim In-kwang Lee Eun-Jong Cha Young Duck Shin namgyu Park Seon Mee Park Department of Internal Medicine College of Medicine Chungbuk National University Department of Biomedical Engineering Chungbuk National University College of Medicine Department of Anesthesiology Chungbuk National University College of Medicine

AIM: To assess the efficacy and safety of a patientpositioning device(EZ-FIX) for endoscopic retrograde cholangiopancreatography(ERCP).METHODS: A total of 105 patients were randomized to the EZ-FIX(n = 53) or non-EZ-FIX(n = 52) group in this prospective study. Midazolam and propofol,titrated to provide an adequate level of sedation during therapeutic ERCP, were administered by trained registered nurses under endoscopist *** outcome measures were the total dose of propofol and sedative-related complications, including hypoxia and hypotension. Secondary outcome measures were recovery time and sedation satisfaction of the endoscopist, nurses, and ***: There was no significant difference in the rate of hypoxia, but there was a statistical trend(EX-FIX group; n = 4, 7.55%, control group; n = 6, 11.53%,P = 0.06). The mean total dose of propofol was lower in the EZ-FIX group than in the non-EZ-FIX group(89.43 ± 49.8 mg vs 112.4 ± 53.8 mg, P = 0.025).In addition, the EZ-FIX group had a shorter mean recovery time(11.23 ± 4.61 mg vs 14.96 ± 5.12 mg, P< 0.001). Sedation satisfaction of the endoscopist and nurses was higher in the *** group than in the nonEZ-FIX group. Technical success rates of the procedure were 96.23% and 96.15%, respectively(P = 0.856).Procedure-related complications did not differ by group(11.32% vs 13.46%, respectively, P = 0.735).CONCLUSION: Using EZ-FIX reduced the total dose of propofol and the recovery time, and increased the satisfaction of the endoscopist and nurses.

关键词： EZ-FIX Patient-positioning device Propofol Sedation Endoscopic retrograde cholangiopancreaRandomizedtography

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