• Title/Summary/Keyword: LBP

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Recognition of Facial Emotion Using Multi-scale LBP (멀티스케일 LBP를 이용한 얼굴 감정 인식)

  • Won, Chulho
    • Journal of Korea Multimedia Society
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    • v.17 no.12
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    • pp.1383-1392
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    • 2014
  • In this paper, we proposed a method to automatically determine the optimal radius through multi-scale LBP operation generalizing the size of radius variation and boosting learning in facial emotion recognition. When we looked at the distribution of features vectors, the most common was $LBP_{8.1}$ of 31% and sum of $LBP_{8.1}$ and $LBP_{8.2}$ was 57.5%, $LBP_{8.3}$, $LBP_{8.4}$, and $LBP_{8.5}$ were respectively 18.5%, 12.0%, and 12.0%. It was found that the patterns of relatively greater radius express characteristics of face well. In case of normal and anger, $LBP_{8.1}$ and $LBP_{8.2}$ were mainly distributed. The distribution of $LBP_{8.3}$ is greater than or equal to the that of $LBP_{8.1}$ in laugh and surprise. It was found that the radius greater than 1 or 2 was useful for a specific emotion recognition. The facial expression recognition rate of proposed multi-scale LBP method was 97.5%. This showed the superiority of proposed method and it was confirmed through various experiments.

Tree image comparison analysis using LBP method (LBP 방식을 이용한 나무 영상 비교 분석)

  • Kim, Ji-hong;Lee, Jonghyun
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.25 no.4
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    • pp.530-536
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    • 2021
  • Since the LBP algorithm has the characteristic of local texture expression, it is possible to obtain completely different results depending on the extraction location and the size of the reference image and the sample image. In order to solve these shortcomings, in this paper, we first investigate the basic characteristics of LBP, make the size of the reference image (100×100) in order to include most of the characteristics in the image, and select a sample image (40×40) extracted from an arbitrary point. After finding the matching position in the LBP of the reference image by using the correlation test between the LBP of the reference image and the LBP of the sample image, a chi analysis method is used to find the reference image that most closely matches the sample image.

Face Image Analysis using Adaboost Learning and Non-Square Differential LBP (아다부스트 학습과 비정방형 Differential LBP를 이용한 얼굴영상 특징분석)

  • Lim, Kil-Taek;Won, Chulho
    • Journal of Korea Multimedia Society
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    • v.19 no.6
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    • pp.1014-1023
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    • 2016
  • In this study, we presented a method for non-square Differential LBP operation that can well describe the micro pattern in the horizontal and vertical component. We proposed a way to represent a LBP operation with various direction components as well as the diagonal component. In order to verify the validity of the proposed operation, Differential LBP was investigated with respect to accuracy, sensitivity, and specificity for the classification of facial expression. In accuracy comparison proposed LBP operation obtains better results than Square LBP and LBP-CS operations. Also, Proposed Differential LBP gets better results than previous two methods in the sensitivity and specificity indicators 'Neutral', 'Happiness', 'Surprise', and 'Anger' and excellence Differential LBP was confirmed.

A Study on Facial Expression Recognition using Boosted Local Binary Pattern (Boosted 국부 이진 패턴을 적용한 얼굴 표정 인식에 관한 연구)

  • Won, Chulho
    • Journal of Korea Multimedia Society
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    • v.16 no.12
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    • pp.1357-1367
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    • 2013
  • Recently, as one of images based methods in facial expression recognition, the research which used ULBP block histogram feature and SVM classifier was performed. Due to the properties of LBP introduced by Ojala, such as highly distinction capability, durability to the illumination changes and simple operation, LBP is widely used in the field of image recognition. In this paper, we combined $LBP_{8,2}$ and $LBP_{8,1}$ to describe micro features in addition to shift, size change in calculating ULBP block histogram. From sub-windows of 660 of $LBP_{8,1}$ and 550 of $LBP_{8,2}$, ULBP histogram feature of 1210 were extracted and weak classifiers of 50 were generated using AdaBoost. By using the combined $LBP_{8,1}$ and $LBP_{8,2}$ hybrid type of ULBP histogram feature and SVM classifier, facial expression recognition rate could be improved and it was confirmed through various experiments. Facial expression recognition rate of 96.3% by hybrid boosted ULBP block histogram showed the superiority of the proposed method.

Low Back Pain and Related Factors in Bus Drivers (일부 버스 운전기사의 요통경첩 및 관련요인)

  • Yi Seung-Ju;Cha Sang-Eun
    • The Journal of Korean Physical Therapy
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    • v.12 no.3
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    • pp.331-338
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    • 2000
  • Objectives: The objective of this study was to investigate the experience and point prevalence rate and factors related with Low Back Pain (LBP) in bin drivers. Methods: Questionnaires were completed by 200 drivers at 2 bus companies in Andong city in October.2000. The information was used to estimate odds ratio (OR) and $99\%$ confidence intervals (CI) for factors relation to LBP. A cross-section study design was used. Results: The experience rate for LBP was $53.5\%$, point prevalence rate was $31.5\%$. Variables significantly associated with LBP experience were employ duration and stress related occupation. The higher subjects had experienced stress. the higher experience for LBP was (OR=2.9, $95\%$ Cl 1.2-7.2). The longer subjects had employ duration in bus company, the higher experience far LBP was (OR=1.3, $95\%$ Cl 1.2-7.2). Significant factors relation to a week point prevalence far LBP were obesity and employ duration. LBP increased as weight increased (OR=4.1, Cl 1.6-10.7). The longer subjects has employ duration at bus company, the higher LBP is (OR=1.4. $95\%$ Cl 1.6-2.9). Conclusions: Results from this study indicated that a statistically significant factor relation to LBP was stress related occupation. employ duration, and obesity.

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Face Authentication using Multi-radius LBP Matching of Individual Major Blocks in Mobile Environment (개인별 주요 블록의 다중 반경 LBP 매칭을 이용한 모바일 환경에서의 얼굴인증)

  • Lee, Jeong-Sub;Ahn, Hee-Seok;Keum, Ji-Soo;Kim, Tai-Hyung;Lee, Seung-Hyung;Lee, Hyon-Soo
    • Journal of Broadcast Engineering
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    • v.18 no.4
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    • pp.515-524
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    • 2013
  • In this paper, we propose a novel face authentication method based on LBP matching of individual major blocks in mobile environment. In order to construct individual major blocks from photos, we find the blocks that have the highest similarity and use different numbers of blocks depending on the probability distribution by applying threshold. And, we use multi-radius LBP histograms in the determination of individual major blocks to improve performance of generic LBP histogram based approach. By using the multi-radius LBP histograms in face authentication, we can successfully reduce the false acceptance rate compare to the previous methods. Also, we can see that the proposed method shows low error rate about 7.72% compare to the pervious method in spite of use small number of blocks about 44.59% only.

Postural Stability Change in Young People with Low Back Pain

  • Lee, Gyu-Chang
    • The Journal of Korean Physical Therapy
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    • v.24 no.3
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    • pp.181-185
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    • 2012
  • Purpose: We investigated balance change in patients with low back pain (LBP) by comparing postural sway velocity between young LBP patients and healthy subjects. Methods: The cross-sectional study enrolled 37 young patients with over 3-month duration of LBP and 38 healthy subjects between the ages of 20 and 30 years old. All subjects were targeted by measuring their balance during quiet standing with open eye and closed eye conditions. The postural sway velocity between the LBP patients and healthy subjects was compared. As well, postural sway velocity was determined in the LBP patients with both eyes open and closed. Results: Significant differences were evident in the anteroposterior and mediolateral mean velocity of center-of-pressure between LBP patients and healthy subjects, and in LBP patients in the eye open and eye closed conditions. Conclusion: The balance of young LBP patients was worse than healthy subjects during quiet standing, and was especially lessened in the absence of vision.

Chronic Low Back Pain in Young Korean Urban Males : The Life-Time Prevalence and Its Impact on Health Related Quality of Life

  • Shim, Jae-Hyun;Lee, Kyeong-Seok;Yoon, Sang-Young;Lee, Chang-Hoon;Doh, Jae-Won;Bae, Hack-Gun
    • Journal of Korean Neurosurgical Society
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    • v.56 no.6
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    • pp.482-487
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    • 2014
  • Objective : We assessed the life-time prevalence (LTP) of chronic low back pain (LBP) in young Korean males. We also evaluated the relationship between lumbar spinal lesions and their health related quality-of-life (HRQOL). Methods : A cross-sectional, self-reported survey was conducted in Korean males (aged 19-year-old) who underwent physical examinations for the conscript. We examined 3331 examinees in November 2014. We included 2411 subjects, who accepted to participate this study without any comorbidities. We interviewed using simple binary questions for their LBP experience and chronicity. HRQOL was assessed by Short-Form Health-Survey-36 (SF-36) in chronic LBP and healthy control groups. Radiological assessment was performed in chronic LBP group to determine whether there were any pathological causes of their symptoms. Results : The LTP of chronic LBP was 13.4%. Most (71.7%) of them didn't have any lumbar spinal lesions (i.e., non-specific chronic LBP). The SF-36 subscale and summary scores were significantly lower in subjects with chronic LBP. Between specific and non-specific chronic LBP group, all physical and mental subscale scores were significantly lower in specific chronic LBP group, except mental health (MH) subscale score. In MH subscale and mental component summary score, statistical significant differences didn't appear between two groups (p=0.154, 0.126). Conclusion : In Korean males 19 years of age, the LTP of chronic LBP was 13.4%, and more than two-thirds were non-specific chronic LBP. Chronic LBP had a significant impact on HRQOL. The presence of lumbar spinal pathoanatomical lesions affected mainly on the physical aspect of HRQOL. It influenced little on the mental health.

The Study on Relation of Low back pain and Bone Mineral Density (요통(腰痛)과 골밀도(骨密度)와의 상관성(相關性)에 관한 연구)

  • Park, sang dong;Kim, Kyung Ho;Jang, Jun-Hyouk;Kim, Jeong Seok
    • Journal of Acupuncture Research
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    • v.18 no.2
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    • pp.91-100
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    • 2001
  • Objective : The purpose of this study is to investigate the role of the osteoporosis in low back pain(LBP). Methods : We use method of projection with Quantitative computed tomography(QCT) to estimate Bone mineral density(BMD) of lumbar spine more precisely. From January 1999 to August 2000 we studied lumbar BMD of 46 women with LBP and 53 women with non-LBP, musculoskeletal symptoms who visited Dong-Guk University Bundang Hospital by QCT. Results : 1. Lumbar BMDs in women with LBP and women with non-LBP, musculoskeletal symptom were lower than in normal women and BMDs in women with LBP was higher than in women with non-LBP, musculoskeletal symptom but the significant difference was not revealed between two group in statistics(p<0.05).. 2. Radiological study shows that the number of degenerative spondylosis was 19, compression fracture was 11, non-radiological study was 10, normal was 5 in women with LBP. 3. Radiological study shows that the number of degenerative change was 7, compression fracture was zero, non-radiological study was 33, normal was 5 in women with non-LBP, musculoskeletal symptom. Conclusion : BMDs in women with LBP was higher than in women with non-LBP, musculoskeletat symptom but the significant difference was not revealed between two group in statistics(p<0.05).

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Dynamic lipopolysaccharide transfer cascade to TLR4/MD2 complex via LBP and CD14

  • Kim, Soo Jin;Kim, Ho Min
    • BMB Reports
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    • v.50 no.2
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    • pp.55-57
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    • 2017
  • Toll-like receptor 4 (TLR4) together with MD2, one of the key pattern recognition receptors for a pathogen-associated molecular pattern, activates innate immunity by recognizing lipopolysaccharide (LPS) of Gram-negative bacteria. Although LBP and CD14 catalyze LPS transfer to the TLR4/MD2 complex, the detail mechanisms underlying this dynamic LPS transfer remain elusive. Using negative-stain electron microscopy, we visualized the dynamic intermediate complexes during LPS transfer-LBP/LPS micelles and ternary CD14/LBP/LPS micelle complexes. We also reconstituted the entire cascade of LPS transfer to TLR4/MD2 in a total internal reflection fluorescence (TIRF) microscope for a single molecule fluorescence analysis. These analyses reveal longitudinal LBP binding to the surface of LPS micelles and multi-round binding/unbinding of CD14 to single LBP/LPS micelles via key charged residues on LBP and CD14. Finally, we reveal that a single LPS molecule bound to CD14 is transferred to TLR4/MD2 in a TLR4-dependent manner. These discoveries, which clarify the molecular mechanism of dynamic LPS transfer to TLR4/MD2 via LBP and CD14, provide novel insights into the initiation of innate immune responses.