• Title/Summary/Keyword: Augmented Reduced

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Degradation Properties of a Bi-layered Cross-linked Collagen Membrane for Localized Bone Regeneration: In Vitro and In Vivo Study

  • Park, Jin-Young;Lee, Jae-Hong;Cha, Jae-Kook;Lee, Jung-Seok;Jung, Ui-Won;Choi, Seong-Ho
    • Journal of Korean Dental Science
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    • v.14 no.1
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    • pp.12-25
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    • 2021
  • Purpose: (i) To evaluate the biologic properties of a bi-layered 1-ethyl-3-(3-dimethylaminopropyl)carbodiimide hydrochloride-cross-linked collagen membrane (CCM) in vitro. (ii) To assess the efficacy of CCM for localized bone regeneration in vivo. Materials and Methods: Biodegradation of CCM compared to a native collagen membrane (NCM) was assessed in vitro. In vivo, twelve male New Zealand White rabbits were used. Four calvarial, circular defects (diameter 8 mm) were created in each animal. The sites were randomly allocated to i) CCM+biphasic calcium phosphate (BCP) (CCM-BCP group), ii) CCM alone (CCM), iii) BCP alone (BCP) and, iv) negative control (control). Animals were sacrificed at 2 (n=6) and 8 weeks (n=6). Outcome measures included: micro-computed tomography (μCT) analysis (total augmented volume [TAV], new bone volume) and histomorphometry (total augmented area [TAA], newly formed bone, remaining membrane thickness [RMT]). Result: CCM was more resistant to degradation than NCM. μCT analysis showed CCM-BCP (196.43±25.30 mm3) and BCP (206.23±39.13 mm3) groups had significantly (P<0.01) larger TAV than the control (149.72±12.28 mm3) after 8 weeks. Histomorphometrically, CCM-BCP group (17.75±5.97 mm2) had significantly (P<0.01) greater TAA compared to the CCM group (7.74±2.25 mm2) and the control (8.13±1.81 mm2) after 8 weeks. After 8 weeks, RMT was reduced by 67%. Conclusion: CCM can be a favorable choice of barrier membrane when performing guided bone regeneration (GBR) in localized bone defects. CCM has better resistance to degradation than the natural collagen membrane, in vitro. In vivo, CCM provides an advantageous integration of prolonged barrier function and biocompatibility for GBR.

Improving Adversarial Robustness via Attention (Attention 기법에 기반한 적대적 공격의 강건성 향상 연구)

  • Jaeuk Kim;Myung Gyo Oh;Leo Hyun Park;Taekyoung Kwon
    • Journal of the Korea Institute of Information Security & Cryptology
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    • v.33 no.4
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    • pp.621-631
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    • 2023
  • Adversarial training improves the robustness of deep neural networks for adversarial examples. However, the previous adversarial training method focuses only on the adversarial loss function, ignoring that even a small perturbation of the input layer causes a significant change in the hidden layer features. Consequently, the accuracy of a defended model is reduced for various untrained situations such as clean samples or other attack techniques. Therefore, an architectural perspective is necessary to improve feature representation power to solve this problem. In this paper, we apply an attention module that generates an attention map of an input image to a general model and performs PGD adversarial training upon the augmented model. In our experiments on the CIFAR-10 dataset, the attention augmented model showed higher accuracy than the general model regardless of the network structure. In particular, the robust accuracy of our approach was consistently higher for various attacks such as PGD, FGSM, and BIM and more powerful adversaries. By visualizing the attention map, we further confirmed that the attention module extracts features of the correct class even for adversarial examples.

Vector and Thickness Based Learning Augmentation Method for Efficiently Collecting Concrete Crack Images

  • Jong-Hyun Kim
    • Journal of the Korea Society of Computer and Information
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    • v.28 no.4
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    • pp.65-73
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    • 2023
  • In this paper, we propose a data augmentation method based on CNN(Convolutional Neural Network) learning for efficiently obtaining concrete crack image datasets. Real concrete crack images are not only difficult to obtain due to their unstructured shape and complex patterns, but also may be exposed to dangerous situations when acquiring data. In this paper, we solve the problem of collecting datasets exposed to such situations efficiently in terms of cost and time by using vector and thickness-based data augmentation techniques. To demonstrate the effectiveness of the proposed method, experiments were conducted in various scenes using U-Net-based crack detection, and the performance was improved in all scenes when measured by IoU accuracy. When the concrete crack data was not augmented, the percentage of incorrect predictions was about 25%, but when the data was augmented by our method, the percentage of incorrect predictions was reduced to 3%.

A Study on AR Algorithm Modeling for Indoor Furniture Interior Arrangement Using CNN

  • Ko, Jeong-Beom;Kim, Joon-Yong
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.10
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    • pp.11-17
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    • 2022
  • In this paper, a model that can increase the efficiency of work in arranging interior furniture by applying augmented reality technology was studied. In the existing system to which augmented reality is currently applied, there is a problem in that information is limitedly provided depending on the size and nature of the company's product when outputting the image of furniture. To solve this problem, this paper presents an AR labeling algorithm. The AR labeling algorithm extracts feature points from the captured images and builds a database including indoor location information. A method of detecting and learning the location data of furniture in an indoor space was adopted using the CNN technique. Through the learned result, it is confirmed that the error between the indoor location and the location shown by learning can be significantly reduced. In addition, a study was conducted to allow users to easily place desired furniture through augmented reality by receiving detailed information about furniture along with accurate image extraction of furniture. As a result of the study, the accuracy and loss rate of the model were found to be 99% and 0.026, indicating the significance of this study by securing reliability. The results of this study are expected to satisfy consumers' satisfaction and purchase desires by accurately arranging desired furniture indoors through the design and implementation of AR labels.

Antidiabetic Activity of Formula Containing Euonymus Alatus (Thunb.) Sieb. and Mori Folium in Multiple Low Dose Streptozotocin-induced Diabetic Rats (저용량 스트렙토조토신 유도 당뇨 흰쥐에서 화살나물.상엽 복합 처방의 항당뇨 활성)

  • 김희자;이성현;정성현
    • YAKHAK HOEJI
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    • v.48 no.4
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    • pp.247-253
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    • 2004
  • We investigated the hypoglycemic effect of formula containing Euonymus alatus (EA) and Mori Folium (MF) in multiple low dose (MLD) streptozotocin (STZ)-induced diabetic rats. In order to iduce hyperglycemic state 25 mg/kg of STZ was injected intraperitoneally for 5 consecutive days. SD rats were randomly divided into diabetic control and treatment groups. Treatment groups were administered with either 250 mg/kg of EA and 250 mg/kg of MF (E1Ml), or 500 mg/kg of EA mixed with same dose of MF (E2M2) for 3 weeks. Blood glucose levels and body weights were measured every 5th or 6th day. E1Ml and E2M2 both significantly reduced food intake, water intake, and fasting blood and urine glucose levels as compared to those in diabetic control group in a dose dependent manner. Body weight in diabetic control group was increased slightly after 3 weeks. Treatment group, however, showed gradual increase in body weights during 3 week-period. While plasma insulin levels of the diabetic control group were decreased to the level of 387$\pm$14 pg/ml from 534$\pm$36 pg/ml, those levels in E1Ml and E2M2-treated groups were both markedly increased by 13% and 26%, respectively. Urine glucose levels in E1Ml and E2M2-treated groups were also remarkably reduced by 17 and 26% compared to the levels of diabetic control group. While expression of membrane-bound glucose transporter-4 (GLUT-4) protein in skeletal muscle was reduced by 45% in diabetic control compared to the normal control, GLUT-4 protein expressions in E1Ml and E2M2-treated groups were augmented by 2 and 3.5 times compared to the diabetic control, respectively. Pancreatic HE staining experiments showed that E2M2-treated group revealed much less infiltrated mononuclear cells, indicating that E2M2 efficiently blocked insulitis induced by multiple low dose streptozotocin. Taken together, we conclude that formula containing EA and MF may prevent or delay the development of hyperglycemia through overexpression of GLUT-4 protein in skeletal muscle and prevention of insulitis.

Intravenous Mesenchymal Stem Cell Administration Modulates Monocytes/Macrophages and Ameliorates Asthmatic Airway Inflammation in a Murine Asthma Model

  • Mo, Yosep;Kang, Sung-Yoon;Bang, Ji-Young;Kim, Yujin;Jeong, Jiung;Jeong, Eui-Man;Kim, Hye Young;Cho, Sang-Heon;Kang, Hye-Ryun
    • Molecules and Cells
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    • v.45 no.11
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    • pp.833-845
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    • 2022
  • Although asthma is a common chronic airway disease that responds well to anti-inflammatory agents, some patients with asthma are unresponsive to conventional treatment. Mesenchymal stem cells (MSCs) have therapeutic potential for the treatment of inflammatory diseases owing to their immunomodulatory properties. However, the target cells of MSCs are not yet clearly known. This study aimed to determine the effect of human umbilical cord-derived MSCs (hUC-MSCs) on asthmatic lungs by modulating innate immune cells and effector T cells using a murine asthmatic model. Intravenously administered hUC-MSCs reduced airway resistance, mucus production, and inflammation in the murine asthma model. hUC-MSCs attenuated not only T helper (Th) 2 cells and Th17 cells but also augmented regulatory T cells (Tregs). As for innate lymphoid cells (ILC), hUC-MSCs effectively suppressed ILC2s by downregulating master regulators of ILC2s, such as Gata3 and Tcf7. Finally, regarding lung macrophages, hUC-MSCs reduced the total number of macrophages, particularly the proportion of the enhanced monocyte-derived macrophage population. In a closer examination of monocyte-derived macrophages, hUC-MSCs reduced the M2a and M2c populations. In conclusion, hUC-MSCs can be considered as a potential anti-asthmatic treatment given their therapeutic effect on the asthmatic airway inflammation in a murine asthma model by modulating innate immune cells, such as ILC2s, M2a, and M2c macrophages, as well as affecting Tregs and effector T cells.

Anti-inflammatory Effects of the Aqueous Extract of Hwangnyeonhaedok-tang in LPS-activated Macrophage Cells (LPS로 활성화된 대식세포에서 황련해독탕(黃連解毒湯) 물추출물의 염증매개물질 억제효과)

  • Kim, Dae-Hee;Park, Sook-Jahr;Jung, Ji-Yoon;Kim, Sang-Chan;Byun, Sung-Hui
    • The Korea Journal of Herbology
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    • v.24 no.4
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    • pp.39-47
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    • 2009
  • Objectives : Hwangnyeonhaedok-tang (Huanglian Jiedu Tang; HHT) has been widely used for purging' 'fire' and lessening virulence of any pathogenic organism. However it has been rarely conducted to evaluate the immuno-biological activity. In this study, we evaluated anti-inflammatory effects of HHT in LPS-activated Raw264.7 cells. Methods : Cells were treated with $1\;{\mu}g/ml$ of LPS 1 h prior to the addition of HHT. Cell viability was measured by MTT assay. The production of NO was determined by reacting cultured medium with Griess reagent. PGE2 and proinflammatory cytokines were detected by ELISA. Expression of iNOS, COX-2, $I{\kappa}B{\alpha}$ and NF-${\kappa}B$ were analyzed by immunoblot analysis. Results : All three doses of HHT (0.03, 0.10 and 0.30 mg/ml) had no significant cytotoxicity during the entire experimental period. The levels of NO and PGE2 were dramatically augmented by LPS compared to control. However, HHT extract dose-dependently reduced these increases. Expression of iNOS and COX-2 protein were also decreased by treatment with HHT extract. Furthermore, HHT extract significantly reduced the nuclear translocation of NF-${\kappa}B$ which is critical in regulating inflammation through transcription of iNOS and COX-2. In addition, HHT extract reduced the elevated production of inflammatory cytokines including TNF-$\alpha$, IL-$1{\beta}$ and IL-6. Conclusions : The results in this study demonstrate that HHT extract exerts anti-inflammatory activities through the inhibition of NO, PGE2 and proinflammatory cytokines production via the suppression of NF-${\kappa}B$.

Protective Effects against Brucella abortus 544 Infection in a Murine Macrophage Cell Line and in a Mouse Model via Treatment with Sirtuin 1 Activators Resveratrol, Piceatannol and Ginsenoside Rg3

  • Alisha Wehdnesday Bernardo Reyes;Heejin Kim;Tran Xuan Ngoc Huy;Trang Thi Nguyen;Wongi Min;Hu Jang Lee;Jin Hur;John Hwa Lee;Suk Kim
    • Journal of Microbiology and Biotechnology
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    • v.33 no.4
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    • pp.441-448
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    • 2023
  • Brucellosis is a contagious zoonotic disease that infects millions of people annually with hundreds of millions more being exposed. It is caused by Brucella, a highly infectious bacterial species capable of infecting humans with an estimated dose of 10-100 organisms. Sirtuin 1 (SIRT1) has been reported to contribute to prevention of viral diseases as well as a chronic infection caused by Mycobacterium bovis. Here, we investigated the role of SIRT1 in the establishment of Brucella abortus infection in both in vitro and in vivo systems using the reported SIRT1 activators resveratrol (RES), piceatannol (PIC), and ginsenoside Rg3 (Rg3). In RAW264.7 cells, SIRT1 activators did not alter the adherence of Brucella or Salmonella Typhimurium. However, reduced uptake of Brucella was observed in cells treated with PIC and Rg3, and survival of Brucella within the cells was only observed to decrease in cells that were treated with Rg3, while PIC treatment reduced the intracellular survival of Salmonella. SIRT1 treatment in mice via oral route resulted in augmented Brucella resistance for PIC and Rg3, but not RES. PIC treatment favors Th2 immune response despite reduced serum pro-inflammatory cytokine production, while Rg3-treated mice displayed high IL-12 and IFN-γ serum production. Overall, our findings encourage further investigation into the complete mechanisms of action of the different SIRT1 activators used as well as their potential benefit as an effective alternative approach against intracellular and extracellular pathogens.

Isorhamnetin-3-O-galactoside Protects against CCl4-Induced Hepatic Injury in Mice

  • Kim, Dong-Wook;Cho, Hong-Ik;Kim, Kang-Min;Kim, So-Jin;Choi, Jae-Sue;Kim, Yeong-Shik;Lee, Sun-Mee
    • Biomolecules & Therapeutics
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    • v.20 no.4
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    • pp.406-412
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    • 2012
  • This study was performed to examine the hepatoprotective effect of isorhamnetin-3-O-galactoside, a flavonoid glycoside isolated from Artemisia capillaris Thunberg (Compositae), against carbon tetrachloride ($CCl_4$)-induced hepatic injury. Mice were treated intraperitoneally with vehicle or isorhamnetin-3-O-galactoside (50, 100, and 200 mg/kg) 30 min before and 2 h after $CCl_4$ (20 ${\mu}l/kg$) injection. Serum aminotransferase activities and hepatic level of malondialdehyde were significantly higher after $CCl_4$ treatment, and these increases were attenuated by isorhamnetin-3-O-galactoside. $CCl_4$ markedly increased serum tumor necrosis factor-${\alpha}$ level, which was reduced by isorhamnetin-3-O-galactoside. The levels of inducible nitric oxide synthase (iNOS), cyclooxygenase-2 (COX-2), and heme oxygenase-1 (HO-1) protein and their mRNA expression levels were significantly increased after $CCl_4$ injection. The levels of HO-1 protein and mRNA expression levels were augmented by isorhamnetin-3-O-galactoside, while isorhamnetin-3-O-galactoside attenuated the increases in iNOS and COX-2 protein and mRNA expression levels. $CCl_4$ increased the level of phosphorylated c-Jun N-terminal kinase, extracellular signal-regulated kinase and p38, and isorhamnetin-3-O-galactoside reduced these increases. The nuclear translocation of nuclear factor kappa B (NF-${\kappa}B$), activating protein-1, and nuclear factor erythroid 2-related factor 2 (Nrf2) were significantly increased after $CCl_4$ administration. Isorhamnetin-3-O-galactoside attenuated the increases of NF-${\kappa}B$ and c-Jun nuclear translocation, while it augmented the nuclear level of Nrf2. These results suggest that isorhamnetin-3-O-galactoside ameliorates $CCl_4$-induced hepatic damage by enhancing the anti-oxidative defense system and reducing the inflammatory signaling pathways.

Influence of Adding Recovered Protein from Processing Wastewater on the Quality of Mechanically Separated Chicken Meat Surimi Like-Material

  • Cortez-Vega, William Renzo;Fonseca, Gustavo Graciano;Bagatini, Daniela Cardozo;Prentice, Carlos
    • Food Science of Animal Resources
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    • v.37 no.2
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    • pp.162-167
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    • 2017
  • Functional and nutritional soluble proteins can be recovered from surimi (and surimi-like material) processing wastewater, reducing environmental problems and the cost of an irresponsible waste disposal. Recovered proteins may be added back at a low percentage to surimi products. The aim of this work was to evaluate the effect of the addition of soluble recovered proteins (RP), obtained from mechanically separated chicken meat surimi-like material (MSCM-SLM) processing wastewater by acidic pH-shifting, on the composition and texture of RP-MSCM-SLM, with RP contents of 0, 10, 20 and 30% (w/w) in the mixture. For that, proximate composition and gel properties were evaluated. The fat content of the MSCM-SLM was significantly reduced to 11.98% and protein increased to 83.64% (dry basis) after three washing cycles. The addition of 30% RP in the MSCM-SLM significantly augmented the protein content to 93.45% and reduced fat content from to 2.78%. On the other hand, the addition of RP was responsible for a drastic decrease in texture parameters, reaching 252.36 g, 185.23 g.cm, and 6.97 N for breaking force, gel strength and cutting strength, respectively, when 30% of RP was included in the MSCM-SLM. It was concluded that the obtained intermediary product (RP-MSCM-SLM) is a good option to applications in processed meat products where high texture parameters are dispensable, e.g., emulsified inlaid frankfurter-type sausages, but high protein content and low fat content desired.