• Title/Summary/Keyword: Score Fusion

Search Result 165, Processing Time 0.024 seconds

Revolutionizing Brain Tumor Segmentation in MRI with Dynamic Fusion of Handcrafted Features and Global Pathway-based Deep Learning

  • Faizan Ullah;Muhammad Nadeem;Mohammad Abrar
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.18 no.1
    • /
    • pp.105-125
    • /
    • 2024
  • Gliomas are the most common malignant brain tumor and cause the most deaths. Manual brain tumor segmentation is expensive, time-consuming, error-prone, and dependent on the radiologist's expertise and experience. Manual brain tumor segmentation outcomes by different radiologists for the same patient may differ. Thus, more robust, and dependable methods are needed. Medical imaging researchers produced numerous semi-automatic and fully automatic brain tumor segmentation algorithms using ML pipelines and accurate (handcrafted feature-based, etc.) or data-driven strategies. Current methods use CNN or handmade features such symmetry analysis, alignment-based features analysis, or textural qualities. CNN approaches provide unsupervised features, while manual features model domain knowledge. Cascaded algorithms may outperform feature-based or data-driven like CNN methods. A revolutionary cascaded strategy is presented that intelligently supplies CNN with past information from handmade feature-based ML algorithms. Each patient receives manual ground truth and four MRI modalities (T1, T1c, T2, and FLAIR). Handcrafted characteristics and deep learning are used to segment brain tumors in a Global Convolutional Neural Network (GCNN). The proposed GCNN architecture with two parallel CNNs, CSPathways CNN (CSPCNN) and MRI Pathways CNN (MRIPCNN), segmented BraTS brain tumors with high accuracy. The proposed model achieved a Dice score of 87% higher than the state of the art. This research could improve brain tumor segmentation, helping clinicians diagnose and treat patients.

A Survey of the French Preference for Kimchi and French cuisines with added Kimchi (김치 및 김치 이용 프랑스 요리에 대한 현지 프랑스인의 기호도 조사)

  • Lee, Myung-Ki;Kim, Eun-Mi;Rhee, Kyoung-Kae;Jang, Dai-Ja
    • Korean journal of food and cookery science
    • /
    • v.22 no.4 s.94
    • /
    • pp.438-446
    • /
    • 2006
  • This study surveyed the Kimchi preference for French, potential Kimchi improvement for French market adaptation and Kimchi application for French cuisine, with the aim of spreading the recognition of Kimchi throughout the world, especially in France, by giving information and developing local types which could be expected to be suitable for utilization of French food life. The Kimchi experience of 100 persons in France was surveyed for the study. Most (72.0%) had no experience. For the preference of red Kimchi in palatable ripening period depending on sexes, women had a higher Score (M=4.04${\pm}$0.88) than men (M=3.91${\pm}$0.91) did. In the case of white Kimchi, women had a higher score (M=4.09${\pm}$0.90) than men (M=3.98${\pm}$1.01) did, also. The attraction reason of Kimchi for males was the chewing feel, healthy food and spicy taste, and for females was the chewing feel, spicy taste and healthy food orderly. However, the other side of the Kimchi improvement point was decreased fermented order, spicy taste and salinity, but improved orderly appearance. Thus, the Kimchi development point for French was keeping the crisp chewing feel, fermenting better at the fresh than ripening, reducing the fermented order and controlling the spice taste. Types of fermented food similar to Kimchi were involved in more than 80% of French cuisine, with the most common in the survey being pickled cabbage, followed by cabbage salary and fermented salted food orderly. The Kimchi utility as a raw ingredient or a seasoning for French cuisine was firstly as an accompaniment with meat cuisine, followed by appetizer, eating with cooked rice, eating with fish cuisine, orderly for males, whereas for females it was eating with cooked rice, followed by appetizer, eating with fish cuisine and eating with fried potato and orderly. Thus, the French had a similar view to Koreans regarding the accompaniment of Kimchi meat. The developed fusion Kimchi foods were 'Poitrine de porc caramelisee au miel et Kimchi', 'Blanc de barbue aux crevettes roses et Kimchii', 'Kimchi SpringRoll' and 'Potage saint-Germain aux Kimchi'. The French preference for Kimchi utility was generally a high score for the eating the cuisine in which Kimchi was added to meat cuisine.

Effects of Indoor Horticultural Activities on Improvement of Attention and Concentration in Elementary School Students (실내 원예활동이 초등학생의 주의집중력 향상에 미치는 영향)

  • Lee, Min Jung;Kim, Jiseon;Oh, Wook;Jang, Ja Soon
    • Horticultural Science & Technology
    • /
    • v.31 no.6
    • /
    • pp.821-827
    • /
    • 2013
  • The purpose of this study was to investigate the effects of three kinds of horticultural activities (HAs) on attention concentration of elementary students. We selected 20 students using a Wee Class counseling office at J elementary school in Yeongcheon, and divided them into experimental and control groups composed of ten students each. The experimental group participated in three HAs including flower arrangement, planting, and pressed flower. Each HA was composed of three sessions and a session proceeded for a week. For the examinations of attention concentration, two groups responded the questionnaires before a week of the first session and at the end of the 9th session, only the experimental group participated in the measurement using grid by Harris before a week of the first session and at the end of each HA every week. The results of questionnaire survey showed that the scores of problem in emotion and problem in controlling, and the total score decreased 9.2, 7.8, and 19.0 points, respectively (P < 0.05), indicating that the attention concentration of the experimental group improved compared with the control. In the measurements using grid by Harris, the flower arrangement, planting, and pressed flower activities increased the scores by 2.22, 2.49, and 2.41 points compared with the pre-HA of 6.00, respectively (P < 0.05), that means the improvements of attention concentration. At the post-HAs, the flower arrangement, planting, and pressed flower activities increased the scores by 1.12, 1.39 and 1.31 points compared with the control group of 7.10, respectively (P < 0.05). In conclusion, the indoor HAs improved the attention and concentration of elementary students irrespective of kind of activities.

Clinical Experience of the Dynamic Stabilization System for the Degenerative Spine Disease

  • Lee, Soo-Eon;Park, Sung-Bae;Jahng, Tae-Ahn;Chung, Chun-Kee;Kim, Hyun-Jib
    • Journal of Korean Neurosurgical Society
    • /
    • v.43 no.5
    • /
    • pp.221-226
    • /
    • 2008
  • Objective : The aim of the present study was to assess the safety and efficacy of the dynamic stabilization system in the treatment of degenerative spinal diseases. Methods : The study population included 20 consecutive patients (13 females, 7 males) with a mean age of $61{\pm}6.98$ years (range 46-70) who underwent decompression and dynamic stabilization with the Dynesys system between January 2005 and August 2006. The diagnoses included spinal stenosis with degenerative spondylolisthesis (9/20, 45%), degenerative spinal stenosis (5/20, 25%), adjacent segmental disease after fusion (3/20, 15%), spinal stenosis with degenerative scoliosis (2/20, 10%) and recurrent intervertebral lumbar disc herniation (1/20, 5%). All of the patients completed the visual analogue scale (VAS) and the Korean version of the Oswestry Disability Index (ODI). The following radiologic parameters were measured in all patients : global lordotic angles and segmental lordotic angles (stabilized segments, above and below adjacent segments). The range of motion (ROM) was then calculated. Results : The mean follow-up period was $27.25{\pm}5.16$ months (range 16-35 months), and 19 patients (95%) were available for follow-up. One patient had to have the implant removed. There were 30 stabilized segments in 19 patients. Monosegmental stabilization was performed in 9 patients (47.3%), 9 patients (47.3%) underwent two segmental stabilizations and one patient (5.3%) underwent three segmental stabilizations. The most frequently treated segment was L4-5 (15/30, 50%), followed by L3-4 (12/30, 40%) and L5-S1 (3/30, 10%). The VAS decreased from $8.55{\pm}1.21$ to $2.20{\pm}1.70$ (p<0.001), and the patients' mean score on the Korean version of the ODI improved from $79.58%{\pm}15.93%$ to $22.17%{\pm}17.24%$ (p<0.001). No statistically significant changes were seen on the ROM at the stabilized segments (p=0.502) and adjacent segments (above segments, p=0.453, below segments, p=0.062). There were no patients with implant failure. Conclusion : The results of this study show that the Dynesys system could preserve the motion of stabilized segments and provide clinical improvement in patients with degenerative spinal stenosis with instability. Thus, dynamic stabilization systems with adequate decompression may be an alternative surgical option to conventional fusion in selected patients.

Therapeutic Effects of LED Fusion of Two Wavelength Bands on Atopic Dermatitis of NC/Nga Mice (융합 LED 광선치료가 아토피 피부염에 미치는 영향)

  • Lee, Sangmin;Choi, Ji-Hye;Koo, Bon-Jun;Kwon, Jungkee
    • Journal of the Korean Applied Science and Technology
    • /
    • v.39 no.4
    • /
    • pp.552-559
    • /
    • 2022
  • Atopic dermatitis (AD) is a chronic inflammatory skin disease accompanied by severe itching, mainly before five. The aim of this study is to investigate the effects of 405 nm+850 nm LED light therapy on AD-like symptoms in NC/Nga mice. The mice were randomly placed in the normal (Vehicle), atopic dermatitis-induced (CON), and 405 nm + 850 nm LED light therapy (LED) groups. The LED experimental group conducted 405 nm+850 nm wavelength LED ray therapy for 10 minutes a day for seven days. LED light therapy research confirmed the improvement and improvement of Dermatics score and observed the reduction of epidermal tissue thickness caused by dermatitis. Based on the significant decrease of serum IL-1𝛽 and transdermal moisture loss and serum IgE concentration due to LED light therapy, LED light therapy can help restore normal skin conditions in mice that cause atopic dermatitis. This study showed the anti-atopic effect of infrared light and blue light. Light in mice with atopic dermatitis led to the simultaneous use of circular LEDs with two wavelengths.

Radiologic Features and Surgical Outcome of Juxtafacet Cyst Associated with Degenerative Lumbar Disease (퇴행성 요추 질환에서 발생한 후관절 근접 낭종의 방사선적 특징 및 수술의 결과)

  • Kim, Whoan Jeang;Chang, Shann Haw;Yang, Hwa Yeol;Kwon, Won Jo;Sung, Hwan Il;Park, Kyung Hoon;Choy, Won Sik
    • Journal of the Korean Orthopaedic Association
    • /
    • v.52 no.1
    • /
    • pp.65-72
    • /
    • 2017
  • Purpose: The purpose of this study was to evaluate the radiologic features of juxtafacet cyst and determine the correlation between these features and clinical outcome. Materials and Methods: We analyzed a total of 23 patients. The degree of facet joint degeneration was classified using the Fujiwara method. The facet joint angles were measured with an magnetic resonance imaging to determine whether there was a difference between the cystic lesion that was occupied and the cystic lesion that was not occupied. Disc degeneration was measured by the Pfirrmann classification method. The clinical result was evaluated using the Oswestry disability index score and visual analogue scale. Results: The L4-5 level of juxtafacet cyst was mostly affected, as found in previous studies. Facet joint arthritis was more severe within the side with the cystic lesion. Significant correlation was found between disc degeneration and juxtafacet joint cyst. All patients underwent wide decompression and fusion. Clinical result was excellent. No patients had signs of recurrence during the follow-up periods. Conclusion: Juxtafacet cyst has a significant correlation with facet joint degeneration. Therefore, aggressive surgical treatment-not just simple cyst excision-should be considered as the treatment option for juxtafacet cyst associated with degenerative lumbar disease.

Assessment of Heavy Metals Contamination in Children's Playground Soil in Seoul (서울시 어린이놀이터 토양의 중금속 오염 평가)

  • So Young Park;Won Hyun Ji
    • Journal of Environmental Impact Assessment
    • /
    • v.32 no.5
    • /
    • pp.269-278
    • /
    • 2023
  • The pollution status of heavy metals in the soils of children's playground was investigated for a sustainable soil environment in urban parks of Seoul. As sampling sites, 281 locations were selected from a 7 districts in the Seoul city. The overall mean concentrations of the heavy metals (Cd 0.21 mg/kg, Cu 5.97 mg/kg, As 2.40 mg/kg, Pb 7.55 mg/kg, Zn 34.08 mg/kg, Ni 4.22 mg/kg, Hg 0.02 mg/kg and Cr6+ not detected.) in the soils of the palygrounds were lower than the worrisome level in criteria for area 1 in Korea soil environment conservation act. In addition, when the soil pollution grade (SPC) was evaluated as an average value, it was found to be less than 100, the first grade, at all points in the seven autonomous districts, indicating thatthe soil was in good soil condition. However, when evaluated as the maximum value, some of the five districts showed values of 100 or more. Therefore, it was found that continuous management and interest of the local government, which is the management body of children's playgrounds, is necessary for a safe soil environment.

Pain Control with Continuous Infusion of Epidural Morphine and Bupivacaine after Lumbar Spinal Surgery : A Prospective Study (요추부 수술후 경막외 Morphine Sulfate와 Bupivacaine의 지속적 주입에 의한 통증 조절의 효과)

  • Shin, Moon Soo;Lee, Byung Hee;Choi, Hun Kyu;Noh, Jae Sub;Ahn, Jung Young;Sheen, Seung Hun;Lee, Byung Hee;Chung, Bong Sub
    • Journal of Korean Neurosurgical Society
    • /
    • v.29 no.5
    • /
    • pp.604-608
    • /
    • 2000
  • Objective : The purpose of this non randomized prospective study was to verify the effect of pain control in small doses of epidural morphine and bupivacaine through continuous infusion for 48 hours. Patients and Methods : Thirty-five patients who underwent spine surgery including laminectomy, fusion with fixation were assigned into two groups ; pain control group(n=20) and control group(n=15). Pain score was measured on a visual analogue scale(VAS). A continuous infusor was used to give morphine and bupivacaine continuously via indwelling epidural catheter which was placed before closure of muscles in pain control group. Results : Mean scores(VAS) of pain control group were between 1.3 and 2.1 from the 30 min to the 72 hour, but the lowest mean score in the control group was about 2.6 at the 72 hour. Although a number of extra-analgesics were used in control group, differences of mean scores were statistically significant till 24 hour in pain control group. The patients in pain control group was less painful than the patients in control group from 24 hour till 72 hour, but it was statistically insignificant. There were some side effects such as nausea/vomiting, pruritus, urinary retention which existed transiently, but there was no respiratory depression. Conclusion : It was concluded that the early postoperative pain can be easily and safely controlled with continuous infusion of epidural morphine and bupivacaine in small doses.

  • PDF

Comparison on Influencing Factors on Consciousness of Biomedical Ethics in Nursing Students and General Students (간호대학생과 일반대학생의 생명의료윤리의식 영향요인 비교)

  • Lee, Keum Jae;Lee, Eliza;Park, Yeon-Suk
    • Journal of Digital Convergence
    • /
    • v.14 no.12
    • /
    • pp.377-388
    • /
    • 2016
  • This study was done to compare consciousness of biomedical ethics in nursing and general students. Participants were 382 nursing and general students at a college in S city. Mean score of consciousness of biomedical ethics(range:1~4) in nursing students was 3.04 and general students, 3.12. Thus, mean score of consciousness of biomedical ethics of two group were above the average and general students significantly higher than nursing students. Life-respect consciousness, perceived ethical values in nursing students were shown as significant predictors on consciousness of biomedical ethics and life-respect consciousness, sexual attitude, value regarding child rearing in general students. The most influential predictor of two groups was life-respect consciousness. To establish desirable biomedical ethics of nursing students, it is necessary that subjects related to biomedical ethics should be mandatory, and it is necessary to raise the proportion of credit for the curriculum.

Short Segment Pedicle Screw Fixation with Augmented Intra-Operative Vertebroplasty in Unstable Thoraco-Lumbar Fracture - Preliminary Report - (불안정성 흉·요추부 골절에 대한 단 분절 척추경 나사못 고정술 및 추체 보강 성형술 - 예 비 보 고 -)

  • Kim, Young Woo;Oh, Sung Han;Yoon, Do Heum;Chin, Dong Kyu;Cho, Yong Eun;Kim, Young Soo
    • Journal of Korean Neurosurgical Society
    • /
    • v.30 no.11
    • /
    • pp.1271-1277
    • /
    • 2001
  • Objectives : Since vertebroplasty has been introduced, we performed short segment pedicle screw fixation with augmented intra-operative vertebroplasty in patients with unstable thoraco-lumbar fracture. Our intentions are to demonstrate the efficacy and indication of this new technique compare to conventional methods. Material and Methods : The surgery comprised of pedicle screw fixations on one level above and below the fracture site, and the fractured level itself, if pedicle is intact, and intra-operative vertebroplasty under the fluoroscopic guide with in-situ postero-lateral bone graft. Also, in cases of bone apposition, we removed those with small impactor through a transfascetal route. During the last 2 years, we performed in seven(7) unstable thoraco-lumbar fracture patients who consisted of two different characteristics, those four(4) with primary or secondary osteoporosis and three(3) of young and very healthy. All patients were followed clinically by A.S.I.A. score and radiography. Results : Mean follow up period was 14 months. We observed well decompressed state via transfascetal route in cases of bone fragments apposition and no hardware pullout in osteoporotic cases, no poly-methyl-methacrylate (PMMA) leakage through the fracture sites into the spinal canal, and no kyphotic deformities in both cases during follow-up periods. All patients demonstrated solid bony fusion except one following osteoporotic compression fracture on other sites. Conclusions : In the management of unstable thoraco-lumbar fracture, we believe that this short segment pedicle screw fixation with augmented intra-operative vertebroplasty reduce the total length or levels of pedicle screw fixation without post-operative kyphotic deformity.

  • PDF