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Enhancing Building Facade Image Segmentation via Object-Wise Processing and Cascade U-Net

Computers, Materials & Continua 2024年第11期81卷 2261-2279页

作者： haemin jung Heesung Park hae sun jung Kwangyon Lee Department of Industrial&Management Engineering Korea National University of TransportationChungju27469Republic of Korea Department of Industrial Engineering Yonsei UniversitySeoul03722Republic of Korea Department of Applied Artificial Intelligence Sungkyunkwan UniversitySeoul03063Republic of Korea School of Electronic Engineering Soongsil UniversitySeoul06978Republic of Korea

The growing demand for energy-efficient solutions has led to increased interest in analyzing building facades,as buildings contribute significantly to energy consumption in urban ***,conventional image segmentation methods often struggle to capture fine details such as edges and contours,limiting their effectiveness in identifying areas prone to energy *** address this challenge,we propose a novel segmentation methodology that combines object-wise processing with a two-stage deep learning model,Cascade ***-wise processing isolates components of the facade,such as walls and windows,for independent analysis,while Cascade U-Net incorporates contour information to enhance segmentation *** methodology involves four steps:object isolation,which crops and adjusts the image based on bounding boxes;contour extraction,which derives contours;image segmentation,which modifies and reuses contours as guide data in Cascade U-Net to segment areas;and segmentation synthesis,which integrates the results obtained for each object to produce the final segmentation *** to a dataset of Korean building images,the proposed method significantly outperformed traditional models,demonstrating improved accuracy and the ability to preserve critical structural ***,we applied this approach to classify window thermal loss in real-world scenarios using infrared images,showing its potential to identify windows vulnerable to energy ***,our Cascade U-Net,which builds upon the relatively lightweight U-Net architecture,also exhibited strong performance,reinforcing the practical value of this *** approach offers a practical solution for enhancing energy efficiency in buildings by providing more precise segmentation results.

关键词： Building facade image image segmentation edge detection

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Predicting Bitcoin Trends Through Machine Learning Using Sentiment Analysis with Technical Indicators

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Computer Systems Science & Engineering 2023年第8期46卷 2231-2246页

作者： hae sun jung Seon Hong Lee haein Lee Jang Hyun Kim Department of Applied Artificial Intelligence/Department of Human-Artificial Intelligence Interaction Sungkyunkwan UniversitySeoul03063Korea Department of Interaction Science/Department of Human-Artificial Intelligence Interaction Sungkyunkwan UniversitySeoul03063Korea

Predicting Bitcoin price trends is necessary because they represent the overall trend of the cryptocurrency *** the history of the Bitcoin market is short and price volatility is high,studies have been conducted on the factors affecting changes in Bitcoin *** have been conducted to predict Bitcoin prices using Twitter ***,the amount of data was limited,and prices were predicted for only a short period(less than two years).In this study,data from Reddit and LexisNexis,covering a period of more than four years,were *** data were utilized to estimate and compare the performance of the six machine learning techniques by adding technical and sentiment indicators to the price data along with the volume of *** accuracy of 90.57%and an area under the receiver operating characteristic curve value(AUC)of 97.48%were obtained using the extreme gradient boosting(XGBoost).It was shown that the use of both sentiment index using valence aware dictionary and sentiment reasoner(VADER)and 11 technical indicators utilizing moving average,relative strength index(RSI),stochastic oscillators in predicting Bitcoin price trends can produce significant ***,the input features used in the paper can be applied on Bitcoin price ***,this approach allows investors to make better decisions regarding Bitcoin-related investments.

关键词： Bitcoin cryptocurrency sentiment analysis price trends prediction natural language processing machine learning

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Reinfection rate and endoscopic changes after successful eradication of Helicobacter pylori

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World Journal of Gastroenterology 2010年第2期16卷 251-255页

作者： Kum Hei Ryu sun Young Yi Youn Ju Na Su jung Baik Su Jin Yoon hae-sun jung Hyun Joo Song Center for Cancer Prevention and Detection National Cancer CenterMadu1-dongIlsandong-guGoyangsiGyeonggi-do410-769South Korea Departments of Internal Medicine Ewha Womans University School of Medicine911-1 Mokdong Yancheon-guSeoul158-710South Korea

AIM:To determine the long-term outcomes regarding reinfection with Helicobacter pylori(***)and endoscopic changes after successful *** eradication. METHODS:From June 1994 to January 2007,186 patients(M:F=98:88;mean age 50.0±11.4 years), in whom *** had been successfully eradicated, were *** mean duration of follow up was 41.2±24.0 mo. RESULTS:*** reinfection occurred in 58 patients (31.2%).The average annual reinfection rate was 9.1% per patient *** recurrence of peptic ulcer was detected at the follow up *** were no significant differences between the *** eradication regimens for the reinfection rate and no significant differences in endoscopic findings between the *** group and the ***-cured ***:The reinfection rate in Korea is 9.1% which represents a decreasing *** was no relationship between *** infection status and changes in endoscopic *** was also no recurrence or aggravation of ulcers.

关键词： Helicobacter pylori Eradication Reinfection Endoscopy

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Discovering High-Quality Threaded Discussions in Online Forums

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Journal of Computer Science & Technology 2014年第3期29卷 519-531页

作者： jung-Tae Lee Min-Chul Yang hae-Chang Rim Department of Computer and Radio Communications Engineering Korea UniversitySeoul 136-713Korea

Archives of threaded discussions generated by users in online forums and discussion boards contain valuable knowledge on various topics. However, not all threads are useful because of deliberate abuses, such as trolling and flaming, that are commonly observed in online conversations. The existence of various users with different levels of expertise also makes it difficult to assume that every discussion thread stored online contains high-quality contents. Although finding high-quality threads automatically can help both users and search engines sift through a huge amount of thread archives and make use of these potentially useful resources effectively, no previous work to our knowledge has performed a study on such task. In this paper, we propose an automatic method for distinguishing high-quality threads from low-quality ones in online discussion sites. We first suggest four different artificial measures for inducing overall quality of a thread based on ratings of its posts. We then propose two tasks involving prediction of thread quality without using post rating information. We adopt a popular machine learning framework to solve the two prediction tasks. Experimental results on a real world forum archive demonstrate that our method can significantly improve the prediction performance across all four measures of thread quality on both tasks. We also compare how different types of features derived from various aspects of threads contribute to the overall performance and investigate key features that play a crucial role in discovering high-quality threads in online discussion sites.

关键词： online forum discussion board thread quality

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Comparison of contrast sensitivity based on the surgical results for intermittent exotropia

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International Journal of Ophthalmology(English edition) 2019年第11期12卷 1725-1730页

作者： hae Rang Kim Soo jung Lee Department of Ophthalmology Haeundae Paik Hospital Inje University College of Medicine

AIM: To compare contrast sensitivity(CS) based on the surgical results for intermittent exotropia(IXT) and to examine the relationship between CS and ***: Medical records of the patients who underwent bilateral lateral rectus muscle recession for IXT between 4 and 12 years old were reviewed retrospectively. They were categorized based on the surgical results;successful correction group(n=36) and overcorrection group(esotropia ≥10 PD at 3 mo postoperatively, n=18). Using CGT-2000 test for CS was performed binocularly, and subjective reports of photophobia was investigated preoperatively and at 3 mo postoperatively. Objective photophobia was defined as a significant decrease in CS in the presence of ***: Preoperatively, there was no difference in CS between the groups. Postoperatively, under mesopic conditions, significant improvement of CS was observed at 6.3°, 4°, and 2.5° in the successful correction group and at 6.3° and 4° in the overcorrection group, regardless of glare. Under photopic conditions, at all visual angles except 0.64°, improvement in CS was noted in both groups while CS worsened significantly at 0.64° in the overcorrection group postoperatively. At all visual angles under photopic conditions postoperatively, regardless of glare, CS in the overcorrected group was significantly worse than that in the successful correction group, and CS was significantly decreased by addition of glare in both groups. All patients except one(96.4%) in the successful correction group and 8 patients(61.5%) in overcorrection group showed improvement of photophobia postoperatively, which correlated with CS under photopic conditions(P=0.001, 0.03).CONCLUSION: After surgery for IXT, CS under photopic conditions improve at all visual angles except 0.64°, while CS is significantly worse in the overcorrection group postoperatively at 0.64°. Subjective photophobia havesignificant correlation with CS under photopic conditions, and may be used as an object

关键词： contrast sensitivity intermittent exotropia overcorrection photophobia success

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Synthesis of Fe_3O_4-coated silica aerogel nanocomposites

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中国有色金属学会会刊：英文版 2012年第S3期22卷 702-706页

作者： Jun sung LEE Eun jung LEE hae Jin HWANG Devision of Materials Science and Engineering Inha University

Fe3O4:SiO2 nanocomposite powders were synthesized by a two-step process,which included the precipitation of FeCl2 and FeCl3 and the gelation of silicic acid solution derived from water *** first,Fe3O4 nanoparticles having a crystallite size of 20 nm were obtained by controlling the ratio of Fe(II) and Fe(III) *** the second step,Fe3O4 particles were embedded in SiO2 matrix by the hydrolysis and subsequent condensation of the silicic acid solution containing Fe3O4 *** was found that the Fe3O4 nanoparticles homogenously disperse in the SiO2 *** Fe3O4:SiO2 nanocomposite exhibited an enhanced thermal stability against oxidation compared with pure ***-IR analysis indicates the presence of the Si-O-Fe bond in the Fe3O4:SiO2 (1:10,mole fraction) nanocomposite.

关键词： nanocomposite Fe3O4 SiO2 sol gel synthesis

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Three-Tesla magnetic resonance elastography for hepatic fibrosis:Comparison with diffusion-weighted imaging and gadoxetic acid-enhanced magnetic resonance imaging

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World Journal of Gastroenterology 2014年第46期20卷 17558-17567页

作者： Hee sun Park Young Jun Kim Mi Hye Yu Won Hyeok Choe sung Il jung hae Jeong Jeon Department of Radiology Konkuk University School of MedicineSeoul 143-729South Korea Digestive Disease Center Konkuk University School of MedicineSeoul 143-729South Korea

AIM: To evaluate the feasibility of 3-Tesla magnetic resonance elastography (MRE) for hepatic fibrosis and to compare that with diffusion-weighted imaging (DWI) and gadoxetic acid-enhanced magnetic resonance (MR) imag... 详细信息

关键词： Magnetic resonance elastography Hepatic fibrosis Diffusion weighted imaging Gadoxetic acid enhanced magnetic resonance imaging Serum markers

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Materials and extracellular matrix rigidity highlighted in tissue damages and diseases:Implication for biomaterials design and therapeutic targets

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Bioactive Materials 2023年第2期20卷 381-403页

作者： Jae Hee Park Seung Bin Jo jung-Hwan Lee hae-Hyoung Lee Jonathan CKnowles hae-Won Kim Institute of Tissue Regeneration Engineering(ITREN) Dankook UniversityCheonan31116Republic of Korea Department of Nanobiomedical Science and BK21 NBM Global Research Center for Regenerative Medicine Dankook UniversityCheonan31116Republic of Korea Department of Biomaterials Science College of DentistryDankook UniversityCheonan31116Republic of Korea Cell&Matter Institute Dankook UniversityCheonan31116Republic of Korea Mechanobiology Dental Medicine Research Center Dankook UniversityCheonan31116Republic of Korea UCL Eastman-Korea Dental Medicine Innovation Centre Dankook UniversityCheonan31116Republic of Korea Division of Biomaterials and Tissue Engineering UCL Eastman Dental InstituteUniversity College LondonRoyal Free HospitalRowland Hill StreetLondonNW32PFUnited Kingdom

Rigidity(or stiffness)of materials and extracellular matrix has proven to be one of the most significant extracellular physicochemical cues that can control diverse cell behaviors,such as contractility,motility,and spreading,and the resultant pathophysiological *** 2D materials engineered with tunable rigidity have enabled researchers to elucidate the roles of matrix biophysical cues in diverse cellular events,including migration,lineage specification,and mechanical ***,the recent findings accumulated under 3D environments with viscoelastic and remodeling properties pointed to the importance of dynamically changing rigidity in cell fate control,tissue repair,and disease ***,here we aim to highlight the works related with material/matrix-rigidity-mediated cell and tissue behaviors,with a brief outlook into the studies on the effects of material/matrix rigidity on cell behaviors in 2D systems,further discussion of the events and considerations in tissue-mimicking 3D conditions,and then examination of the in vivo findings that concern material/matrix *** current discussion will help understand the material/matrix-rigidity-mediated biological phenomena and further leverage the concepts to find therapeutic targets and to design implantable materials for the treatment of damaged and diseased tissues.

关键词： Matrix rigidity Biophysical cue Cell and tissue engineering 3D biomaterials conditions Therapeutic targets

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Adaptive immunity of materials: Implications for tissue healing and regeneration

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Bioactive Materials 2024年第11期41卷 499-522页

作者： jung-Hwan Lee Seong-Jin Shin Jun Hee Lee Jonathan CKnowles hae-Hyoung Lee hae-Won Kim Institute of Tissue Regeneration Engineering(ITREN) Dankook UniversityCheonan 31116Republic of Korea Department of Biomaterials Science College of DentistryDankook UniversityCheonan 31116Republic of Korea Department of Nanobiomedical Science and BK21 NBM Global Research Center for Regenerative Medicine Dankook UniversityCheonan 31116Republic of Korea Cell&Matter Institute Dankook UniversityCheonan 31116Republic of Korea Mechanobiology Dental Medicine Research Center Dankook UniversityCheonan 31116Republic of Korea UCL Eastman-Korea Dental Medicine Innovation Centre Dankook UniversityCheonan 31116Republic of Korea UCL Eastman Dental Institute University College LondonLondon NW32PXUnited Kingdom

Recent cumulative findings signify the adaptive immunity of materials as a key agenda in tissue healing that can improve regenerative events and outcomes. Modulating immune responses, mainly the recruitment and functions of T and B cells and their further interplay with innate immune cells (e.g., dendritic cells, macrophages) can be orchestrated by materials. For instance, decellularized matrices have been shown to promote muscle healing by inducing T helper 2 (Th2) cell immunity, while synthetic biopolymers exhibit differential effects on B cell responses and fibrosis compared decellularized matrices. We discuss the recent findings on how implantable materials instruct the adaptive immune events and the subsequent tissue healing process. In particular, we dissect the materials’ physicochemical properties (shape, size, topology, degradation, rigidity, and matrix dynamic mechanics) to demonstrate the relations of these parameters with the adaptive immune responses in vitro and the underlying biological mechanisms. Furthermore, we present evidence of recent in vivo phenomena, including tissue healing, cancer progression, and fibrosis, wherein biomaterials potentially shape adaptive immune cell functions and in vivo outcomes. Our discussion will help understand the materials-regulated immunology events more deeply, and offer the design rationale of materials with tunable matrix properties for accelerated tissue repair and regeneration.

关键词： Adaptive immunity Materials interactions Tissue healing Physicochemical properties Immune cell interplay

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Uncontrolled high blood pressure under total intravenous anesthesia with propofol and remifentanil:A case report

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World Journal of Clinical Cases 2022年第26期10卷 9411-9416页

作者： Min jung Jang Jee Hee Kim hae Jeong Jeong Anesthesiology and Pain Medicine National Cancer CenterGoyang 10408South Korea

BACKGROUND Although propofol generally reduces blood pressure,rarely,it causes ***,the mechanism by which propofol increases blood pressure has not been established,and so far,there are only a few reported *** SUMMARY A 46-year-old woman,diagnosed with thyroid cancer,was administered general anesthesia with propofol and remifentanil for a thyroid *** increase in the concentrations of intravenous anesthetics further increased her blood *** blood pressure remained stable when anesthesia was maintained with sevoflurane and remifentanil after the interruption of propofol *** We concluded that propofol administration was the cause of increased blood pressure.

关键词： Anesthesia Intravenous Hypertension Propofol Remifentanil Tachycardia Case report

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