• Title/Summary/Keyword: Human activity

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Human Activity Recognition Based on 3D Residual Dense Network

  • Park, Jin-Ho;Lee, Eung-Joo
    • Journal of Korea Multimedia Society
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    • v.23 no.12
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    • pp.1540-1551
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    • 2020
  • Aiming at the problem that the existing human behavior recognition algorithm cannot fully utilize the multi-level spatio-temporal information of the network, a human behavior recognition algorithm based on a dense three-dimensional residual network is proposed. First, the proposed algorithm uses a dense block of three-dimensional residuals as the basic module of the network. The module extracts the hierarchical features of human behavior through densely connected convolutional layers; Secondly, the local feature aggregation adaptive method is used to learn the local dense features of human behavior; Then, the residual connection module is applied to promote the flow of feature information and reduced the difficulty of training; Finally, the multi-layer local feature extraction of the network is realized by cascading multiple three-dimensional residual dense blocks, and use the global feature aggregation adaptive method to learn the features of all network layers to realize human behavior recognition. A large number of experimental results on benchmark datasets KTH show that the recognition rate (top-l accuracy) of the proposed algorithm reaches 93.52%. Compared with the three-dimensional convolutional neural network (C3D) algorithm, it has improved by 3.93 percentage points. The proposed algorithm framework has good robustness and transfer learning ability, and can effectively handle a variety of video behavior recognition tasks.

Human activity recognition with analysis of angles between skeletal joints using a RGB-depth sensor

  • Ince, Omer Faruk;Ince, Ibrahim Furkan;Yildirim, Mustafa Eren;Park, Jang Sik;Song, Jong Kwan;Yoon, Byung Woo
    • ETRI Journal
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    • v.42 no.1
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    • pp.78-89
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    • 2020
  • Human activity recognition (HAR) has become effective as a computer vision tool for video surveillance systems. In this paper, a novel biometric system that can detect human activities in 3D space is proposed. In order to implement HAR, joint angles obtained using an RGB-depth sensor are used as features. Because HAR is operated in the time domain, angle information is stored using the sliding kernel method. Haar-wavelet transform (HWT) is applied to preserve the information of the features before reducing the data dimension. Dimension reduction using an averaging algorithm is also applied to decrease the computational cost, which provides faster performance while maintaining high accuracy. Before the classification, a proposed thresholding method with inverse HWT is conducted to extract the final feature set. Finally, the K-nearest neighbor (k-NN) algorithm is used to recognize the activity with respect to the given data. The method compares favorably with the results using other machine learning algorithms.

Ellagic acid plays a protective role against UV-B-induced oxidative stress by up-regulating antioxidant components in human dermal fibroblasts

  • Baek, Beomyeol;Lee, Su Hee;Kim, Kyunghoon;Lim, Hye-Won;Lim, Chang-Jin
    • The Korean Journal of Physiology and Pharmacology
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    • v.20 no.3
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    • pp.269-277
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    • 2016
  • Ellagic acid (EA), an antioxidant polyphenolic constituent of plant origin, has been reported to possess diverse pharmacological properties, including anti-inflammatory, anti-tumor and immunomodulatory activities. This work aimed to clarify the skin anti-photoaging properties of EA in human dermal fibroblasts. The skin anti-photoaging activity was evaluated by analyzing the reactive oxygen species (ROS), matrix metalloproteinase-2 (MMP-2), total glutathione (GSH) and superoxide dismutase (SOD) activity levels as well as cell viability in dermal fibroblasts under UV-B irradiation. When fibroblasts were exposed to EA prior to UV-B irradiation, EA suppressed UV-B-induced ROS and proMMP-2 elevation. However, EA restored total GSH and SOD activity levels diminished in fibroblasts under UV-B irradiation. EA had an up-regulating activity on the UV-B-reduced Nrf2 levels in fibroblasts. EA, at the concentrations used, was unable to interfere with cell viabilities in both non-irradiated and irradiated fibroblasts. In human dermal fibroblasts, EA plays a defensive role against UV-B-induced oxidative stress possibly through an Nrf2-dependent pathway, indicating that this compound has potential skin antiphotoaging properties.

Selenium Status and Glutathione Peroxidase Activity in Korean Infants (우리나라 일부 영아의 혈액 셀레늄과 Glutathione Peroxidase 효소 활성에 관한 연구)

  • Kim, Hyun-Ha;Yang, Hye-Ran;Kim, Hye-Young
    • Journal of Nutrition and Health
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    • v.44 no.2
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    • pp.112-118
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    • 2011
  • We investigated the selenium (Se) nutrition status in Korean infants. The mean serum Se concentration in infants was 66.9 ${\mu}g/L$, and it increased with increasing in infant age: 57.6 ${\mu}g/L$ at 0-5 months, 71.8 ${\mu}g/L$ at 6-11 months, and 75.5 ${\mu}g/L$ at 12-24 months. Serum glutathione peroxidase (GPx) activity also increased with infant age. Serum Se concentration in infants was positively correlated with serum GPx activity (r = 0.565, p < 0.01). At 0-5 months, human milk-fed infants tended to have higher Se concentrations and GPx activity than those of formula-fed infants, but the result was not significant. With the introduction of supplemental feeding at 6-24 months of age, serum Se concentration was not different between the groups. Therefore, human milk feeding seemed to be more appropriate for infant Se nutrition than infant formula feeding during the first 6 months of life, but supplemental feeding became more important later to maintain good Se nutrition status.

The Effect of Polysaccharide from Angelica Gigas Nakai on Controlling the Differentiation of Human Embryonic Stem Cells

  • Park, Young-S.;Lee, Jae-E.;Lee, Seo-H.;Lee, Hyeon-Y.
    • Korean Journal of Medicinal Crop Science
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    • v.10 no.4
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    • pp.237-242
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    • 2002
  • It was found that the purified extract from A. gigas Nakai (polysaccharide, M.W., 25 kD) controled differentiating human ES cells. Its optimal supplementation concentration was decided as 0.8 $({\mu}g/ml)$ to efficiently control the differentiation. It also enhanced the cell growth, compared to the control. However, most widely used and commercially available differentiating agent, Leukemia Inhibitory Factor (LIF) negatively affected on the cell growth even though it controls the differentiation of ES cells, down to 40-50 % based on morphological observation and telomerase activity. It was presumed that the extract first affected on cell membrane and resulted in controlling signal system, then amplify gene expression of telomere, which enhanced the telomerase activity up to three times compared to the control. LIF only increased the enzyme activity up to two times. It was confirmed that the extract from A. gigas Nakai could be used for substituting currently used differentiation controlling agent, LIF from animal resources as a cheap plant resource and not affecting the cell growth. It can broaden the application of the plants not only to functional foods and their substitutes but also to fine chemicals and most cutting-edge biopharmaceutical medicine.

Antibacterial Activity and Probiotic Properties of Lactic Acid Bacteria from Korean Intestine Origin (한국인 장관에서 분리한 유산균의 항균활성 및 프로바이오틱스 특성 연구)

  • Kang, Chang-Ho;Kim, Yong Gyeong;Han, Seul Hwa;Jeong, Yulah;Paek, Nam-Soo
    • KSBB Journal
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    • v.32 no.2
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    • pp.153-159
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    • 2017
  • The purpose of this study was to investigate the probiotic properties of lactic acid bacterial strains isolated from human feces. The properties were tested on the basis of guideline for probiotic selection protocol such as tolerance for acid or bile salt, autoaggregation, antibiotic resistance, and antimicrobial activity. Total 25 lactic acid bacteria were isolated from human feces, and their antibacterial activity was tested against Staphylococcus aureus, Escherichia coli, E. coli O157:H7, Vibrio parahaemolyticus, V. alginolyticus using an agar diffusion assay. Among them, 4 selected strains were identified by analysis of their 16S rRNA, as Lactobacillus rhamnosus MG316, L. acidophilus MG501, L. reuteri MG505, and L. gasseri MG570. Results show that resistance to low pH and bile salts. Also, the selected strains were resistant to bile acid up to 3% and their autoaggregation rates were as high as 60%. All strains tested were resistance to nalidixic acid and kanamycin.

Antioxidative Activity of Extract of Cornus walteri Wanger Leaves in Human Dermal Fibroblast Irradiated by UVB (자외선이 조사된 섬유아세포에서 말채나무 잎추출물의 항산화작용)

  • Park, Hyun-Chul;Jung, Taek Kyu;Yoon, Kyung-Sup
    • KSBB Journal
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    • v.29 no.6
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    • pp.432-436
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    • 2014
  • We investigated antioxidative activity of the ethanol extracts of leaves of Cornus walteri Wanger (CWE) by treated enzyme in human dermal fibroblast (HDFs) irradiated by UVB. We examined the in vitro chemical and cellular antioxidant activities of CWE in HDFs. We employed scavenging assay for the 1,1-diphenyl-2,5-picrylhydrazyl (DPPH) radicals and cellular antioxidative activity of CWE, and we was investigated in $H_2O_2$-treated or UVB-irradiated HDFs. The CWE effectively scavenged DPPH radicals ($IC_{50}$ $7.03{\pm}0.4{\mu}g/mL$) when compared to the scavenging activities of L-ascorbic acid ($IC_{50}$ $4.69{\pm}0.3{\mu}g/mL$). CWE reduced UVB-induced cellular damage in HS68 cells by MTT assay and inhibited intracellular ROS generation in dose-dependent manner. In addition, CWE also attenuated the elevated levels of 8-isoprostane resulting from UVB-mediated oxidative stress. Collectively, these results suggest that CWE could be a new potential candidate as antioxidant against UVB-induced oxidative stress in HDFs.

Screening of Sterol Biosynthesis Inhibitors from Natural Products Using Recombinant Yeast Carrying Human Lanosterol Synthase

  • Sung, Chung-Ki;Kim, Eun-A;Chu, Yun-Ho;Shibuya, Masaaki;Ebizuka, Yutaka
    • Natural Product Sciences
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    • v.9 no.4
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    • pp.299-303
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    • 2003
  • For the screening of inhibitors of sterol biosynthesis from natural products, a simple and rapid assay method was developed using recombinant yeast carrying human lanosterol synthase, main target of this assay method. Sterol biosynthesis inhibition activity was monitored only by the inhibition of growth of the recombinant yeast. By changing the substrate, this assay method can figure out which step is inhibited in the sterol biosynthesis by the test material. With this assay method total 102 plant samples were screened for their inhibitory activity of sterol biosynthesis. Among plant water extracts screened, 11 plant samples showed inhibitory activity on sterol biosynthesis in ergosterol (-) medium. For selection of the specific inhibitory materials, 11 plant samples were reassayed in ergosterol (+) medium. After all 5 plant samples, Abutilon avicennae Gaertn. (stem), Alnus japonica Steud. (stem), Amaranthus mangostanus L. (aerial part), Philadelphus schrenckii Pupr. (leaf) and Pimpinelia brachycarpa Nakai (aerial part), showed specific inhibitory activity.

Phytochemical analysis of the antioxidant properties of Silybum marianum L

  • Pendry Barbara;Busia Kofi;Bell Celia M
    • Advances in Traditional Medicine
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    • v.6 no.3
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    • pp.167-173
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    • 2006
  • A growing body of evidence supports lipid peroxidation as having a role in the pathogenesis of liver disease. Although the probable cause of damage to human hepatocytes may be multifactorial, free radicals have been implicated in a variety of liver diseases, particularly in the presence of iron overload and toxic substances such as ethanol. Consequently, antioxidants, particularly those of plant origin such as flavonoids, may help to reduce the risk of developing these diseases. Silybum (S.) marianum, a medicinal plant widely used in traditional European medicine for the treatment of liver disorders, was evaluated for antioxidant activity. Thin layer chromatography and High Performance Liquid Chromatography analyses of crude extract of the plant confirmed the presence of a number of flavonoids reported in the literature. The antioxidant activity of these flavonoids was measured through inhibition of lipid peroxidation and 1, 1-diphenyl-2- picrylhydrazyl radical scavenging. The crude plant extract showed marked antioxidant activity in both assays. These results suggest that S. marianum contains flavonoids with antioxidant activity, capable of inhibiting or scavenging free radicals, thus supporting its traditional use as a hepatoprotective agent.

EFFECTS OF THE METHOD AND PERIOD OF LACTATION ON THE SALIVARY INVERTASE ACTIVITY TEST SCORES AND DECIDUOUS CARIES EXPERIENCE OF CHILDREN (수유방법 및 기간이 아동의 타액내 환원효소활성검사성적과 유치우식경험도에 끼친영향)

  • Bae, Sang-Man;Ro, Dong-Ju;Kim, Dae-Eop;Lee, Kwang-Hee
    • Journal of the korean academy of Pediatric Dentistry
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    • v.23 no.3
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    • pp.706-716
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    • 1996
  • The purpose of this study was to investigate. the effects of the lactation of human or bovine milk and the method of using nursing bottles on the salivary invertase test scores and deciduous caries experience of children. 328 preschool children (boys 178, girls 150) in Iksan city were selected for this study. The parents of the children were asked to answer the questionnaire about the lactation of human or bovine milk and the time of using nursing bottles. The data were obtained from the salvary invertase activity score,(Resazurin Disc Test) deciduous caries experience and the questionnaire. The result were as follows. The invertase activity and caries experience of the human milk higher than that of the bovine milk group(P<0.05). There were significant positive relationships between the lactation period and the invertase activity and between the lactation period and the caries experience(P<0.05). Caries experience had a tendency to increase as the time of using nursing bottles increase (P>0.05).

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