• 제목/요약/키워드: Fusion rate

검색결과 806건 처리시간 0.025초

Dual-Stream Fusion and Graph Convolutional Network for Skeleton-Based Action Recognition

  • Hu, Zeyuan;Feng, Yiran;Lee, Eung-Joo
    • 한국멀티미디어학회논문지
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    • 제24권3호
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    • pp.423-430
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    • 2021
  • Aiming Graph convolutional networks (GCNs) have achieved outstanding performances on skeleton-based action recognition. However, several problems remain in existing GCN-based methods, and the problem of low recognition rate caused by single input data information has not been effectively solved. In this article, we propose a Dual-stream fusion method that combines video data and skeleton data. The two networks respectively identify skeleton data and video data and fuse the probabilities of the two outputs to achieve the effect of information fusion. Experiments on two large dataset, Kinetics and NTU-RGBC+D Human Action Dataset, illustrate that our proposed method achieves state-of-the-art. Compared with the traditional method, the recognition accuracy is improved better.

The Efficacy and Perioperative Complications Associated with Lumbar Spinal Fusion Surgery, Focusing on Geriatric Patients in the Republic of Korea

  • Kim, Il-Chun;Hur, Jin-Woo;Kwon, Ki-Young;Lee, Jong-Ju;Lee, Jong-Won;Lee, Hyun-Koo
    • Journal of Korean Neurosurgical Society
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    • 제54권4호
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    • pp.323-328
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    • 2013
  • Objective : The purpose of this study was to examine the efficacy and perioperative complications associated with lumbar spinal fusion surgery, focusing on geriatric patients in the Republic of Korea. Methods : We retrospectively investigated 485 patients with degenerative spinal diseases who had lumbar spinal fusion surgeries between March 2006 and December 2010 at our institution. Age, sex, comorbidity, American Society of Anesthesiologists (ASA) class, fusion segments, perioperative complications, and outcomes were analyzed in this study. Risk factors for complications and their association with age were analyzed. Results : In this study, 81 patients presented complications (16.7%). The rate of perioperative complications was significantly higher in patients 70 years or older than in other age groups (univariate analysis, p=0.015; multivariate analysis, p=0.024). The perioperative complications were not significantly associated with the other factors tested (sex, comorbidity, ASA class, and fusion segments). Post-operative outcomes of lumbar spinal fusion surgeries for the patients were determined on the basis of MacNab's criteria (average follow up period : 19.7 months), and 412 patients (85.0%) were classified as having "excellent" or "good" results. Conclusion : Increasing age was an important risk factor for perioperative complications in patients undergoing lumbar spinal fusion surgery, whereas other factors were not significant. However, patients' satisfaction or return to daily activities when compared with younger patients did not show much difference. We recommend good clinical judgment as well as careful selection of geriatric patients for lumbar spinal fusion surgery.

적외선 영상, 라이다 데이터 및 특성정보 융합 기반의 합성곱 인공신경망을 이용한 건물탐지 (Building Detection by Convolutional Neural Network with Infrared Image, LiDAR Data and Characteristic Information Fusion)

  • 조은지;이동천
    • 한국측량학회지
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    • 제38권6호
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    • pp.635-644
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    • 2020
  • 딥러닝(DL)을 이용한 객체인식, 탐지 및 분할하는 연구는 여러 분야에서 활용되고 있으며, 주로 영상을 DL 모델의 학습 데이터로 사용하고 있지만, 본 논문은 영상뿐 아니라 공간정보 특성을 포함하는 다양한 학습 데이터(multimodal training data)를 향상된 영역기반 합성곱 신경망(R-CNN)인 Detectron2 모델 학습에 사용하여 객체를 분할하고 건물을 탐지하는 것이 목적이다. 이를 위하여 적외선 항공영상과 라이다 데이터의 내재된 객체의 윤곽 및 통계적 질감정보인 Haralick feature와 같은 여러 특성을 추출하였다. DL 모델의 학습 성능은 데이터의 수량과 특성뿐 아니라 융합방법에 의해 좌우된다. 초기융합(early fusion)과 후기융합(late fusion)의 혼용방식인 하이브리드 융합(hybrid fusion)을 적용한 결과 33%의 건물을 추가적으로 탐지 할 수 있다. 이와 같은 실험 결과는 서로 다른 특성 데이터의 복합적 학습과 융합에 의한 상호보완적 효과를 입증하였다고 판단된다.

효모양진균의 단크론 생성 (A Study on the production of Monoclonal Antibodies against Rhodotrodula rubra)

  • 염곤;김승철;이장훈
    • 환경위생공학
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    • 제4권1호
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    • pp.17-28
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    • 1989
  • Having studied the production of monoclonal antibodies for developing a diagnosis medicine which shall be detected by a high-sensitivity test by using Rhodotorula rubra as a fungi-host which had been extracted through biochemical tests and follow-up examinations on Yeast-like fungi obtained from pulmonary tissues of pulmonary tuberculosis patients who had been in Kong ju National Tuberculosis Hospital from Jun. to Dec. in 1987, I. have gained such results as follows: 1. The fusion rate was influenced by feeder cell layers, cell density and time required to the cell fusion with cells in myelona subculture. 2. The fusion rate did not show any significant difference when the cell was applyed with two molecular weights, i.e., 1500 and 4000, of polyethylene glycol. 3. Fused cells after the addition of HAT selection media were bright and round, whereas unfused myelona cells and spleen cells were shrunk and granulated. 4. The cell fusion rate turned out to be about $57.2\%$(150 wells / 264 wells). 5. $10\%$(15 wells / 150 wells) of the positive reaction was detected in monoclonal antibody screening. 6. The titer which had reacted positively to Rhodotorula rubra fungal-host was 800 times in density after the gradual dilution of the produced monoclonal antibodies with Indirect ELISA method. 7. The Strongest specific reaction came out after the peroxidase labelled anti-human Immunogobulin had been applyed to Rhodotorula rubra for activating its nature after making drift with Carbonate-bicarbonate buffer (pH 9.6) and drying completely.

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토기에서 핵이식 수정란의 초기 발달 속도와 난자 활성화가 후기배로의 발달에 미치는 영향 (Effect of Early Stage of Reconstituted Embryos with or without Oocyte Preactivation on Subsequent In Vitro Development of Nuclear Transplant Rabbit Embryos)

  • 전병균;윤희준;공일근;이효종;박충생
    • 한국수정란이식학회지
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    • 제12권1호
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    • pp.1-10
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    • 1997
  • The present study was conducted to investigate the influence of embryo cell stage at 18h post-fusion and oocyte preactivation on sebsequent in vitro developmental potential in the nuclear transplant rabbit embryos. The embryos of 16-cell stage were collected and synchronized to G$_1$ phase of 32-cell stage. The recipient cytoplasms were obtained by removing the first polar body and chromosome rnass from the oocytes collected by non-dis-ruptive microsurgery procedure. The separated G$_1$ phase blastomeres of 32-cell stage were injected into non-preactivated recipient cytoplasms. Otherwise, the enucleated recipient cytoplasms were preactivated by electrical stimulation at 18h post-hCG injection and the separated G$_1$ phase blastomeres of 32-cell stage were injected. Mter culture until 20h post-hOG injection, the nuclear transplant oocytes were electrofused by electrical stimulation. The fused nuclear transplant embryos were classified into 3~4-cell, 2-cell and 1-cell stage at 18 hrs post-fusion and cultured until the embryos reached blastocyst stage. The developmental rate to blastocyst stage was significantly (P <0.05) higher in all the reconstituted embryos of 3~4-cell stage(58.0%) than in 2 and icell stage. The developmental rate to blastocyst stage in the embryos of 3~4-cell stage at 18 hrs post-fusion was significantly (P<0.05) higher in the reconstituted without oocyte preactivation(77.8%) than in the oocyte-preactivated embryos (33.3%). These results indicated that the higher rate of in the in vitro development to blastocyst stage might be obtained form the embryos which were reconstituted with nuclear donor of G$_1$ phase and non-preactivated oocyte, and developed more rapidly for 18 hrs post-fusion.

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Zr-5Nb 합금의 부식특성에 미치는 미세조직 영향 (Effect of Microstructure on Corrosion Characteristics of Zr-5Nb Alloy)

  • 김현길;최병권;조해동;박정용;정용환
    • 대한금속재료학회지
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    • 제46권8호
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    • pp.482-488
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    • 2008
  • For a better understanding of the correlation between a corrosion and a microstructure, it is necessary to study a phase transformation with an annealing condition for Zr-Nb alloy. Zr-5wt.%Nb alloy with different phase characteristics was prepared with various annealing conditions. A microstructural study and corrosion test were performed to investigate the effect of a phase such as the phase type, fraction, and size on corrosion. The corrosion behavior of the Zr-5Nb alloy was very sensitive to the annealing condition, which affected the formation of the ${\beta}$-phases (${\beta}$-Nb or ${\beta}$. The corrosion rate of the Zr-5Nb alloy annealed at $500^{\circ}C$ with the formation of the ${\beta}$-Nb phase was lower than that of the Zr-5Nb alloy annealed from 600 to $800^{\circ}C$ with the formation of the ${\beta}$-Zr phase. The highest corrosion rate was observed for the ${\beta}$-quenched Zr-5Nb alloy. After a consideration of the corrosion rate and micro structure of the Zr-5Nb alloy, the corrosion resistance of that alloy was improved due to the formation of a small sized ${\beta}$-Nb phase which could be controlled by the annealing condition.

실크/PLGA 하이브리드 필름에서 실크가 인간 대동맥 내피세포의 부착과 증식에 미치는 효과 (Effect of Silk in Silk/PLGA Hybrid Films on Attachment and Proliferation of Human Aortic Endothelial Cells)

  • 이지혜;이소진;김슬지;김경희;김영래;송정은;이동원;강길선
    • 폴리머
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    • 제37권2호
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    • pp.127-134
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    • 2013
  • 혈관내피세포는 혈관 안쪽을 덮고 있는 편평한 세포층으로, 혈관의 기능과 혈관평활근세포의 증식을 조절한다. 폴리락타이드글리콜라이드 공중합체(PLGA)는 물성이 좋고 분해속도를 조절하기 좋은 생분해성 합성고분자이며, 여러 형태로 제조하기 쉽다. 누에에서 얻은 실크 피브로인은 18가지 아미노산으로 구성되어 있고 세포의 부착과 세포 기능 유지에 중요하며 화장품, 의료분야 등 다양한 분야에서 응용되고 있다. 본 연구에서는 용매 증발법을 이용하여 0, 10, 20, 40 및 80 wt%의 실크를 이용하여 실크/PLGA 하이브리드 필름을 만들었으며, MTT, SEM, ELISA, 면역세포화학염색법을 실시하였다. 실크/PLGA 하이브리드 필름에서 실크 함량에 따른 인간 대동맥 내피세포의 부착과 증식을 측정한 결과, 40 wt%의 실크/PLGA 하이브리드 필름에서 세포의 부착과 증식이 가장 높았으며, 이런 결과들은 실크가 세포의 증식에 좋은 영향을 미치고 실크/PLGA 하이브리드 필름의 표면이 인간 대동맥 내피세포의 성장에 알맞은 환경이라는 것을 확인할 수 있었다.

축추 이하 경추손상 환자에서 외상성 탈구에 의한 도수 정복의 실패 요인의 분석과 수술적 치료에 대한 분석 (Analysis of Surgical Treatment and Factor Related to Closed Reduction Failure for Patients with Traumatically Locked Facets of the Subaxial Cervical Spine)

  • 팽성화
    • Journal of Trauma and Injury
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    • 제25권1호
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    • pp.7-16
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    • 2012
  • Purpose: Cervical dislocations with locked facets account for more than 50% of all cervical injuries. Thus, investigating a suitable management of cervical locked facets is important. This study examined factors of close reduction failure in traumatically locked facets of the subaxial cervical spine patients to determine suitable surgical management. Methods: We retrospectively analyzed of the case histories of 28 patients with unilateral/bilateral cervical locked facets from Nov. 2004 to Dec. 2010. Based on MRI evaluation of disc status at the injury level, we found unilateral dislocations in 9 cases, and bilateral dislocations in 19 cases, The patients were investigated for neurologic recovery, closed reduction rate, factors of the close reduction barrier, fusion rate and period, spinal alignment, and complications. Results: The closed reduction failed in 23(82%) patients. Disc herniation was an obstacle to closed reduction (p=0.015) and was more frequent in cases involving a unilateral dislocation (p=0.041). The pedicle or facet fracture was another factor, although some patients showed aggravation of neurologic symptoms, most patients had improved by the last follow up. The kyphotic angle were statistically significant (p=0.043). Sixs patient underwent anterior decompression/fusion, and 15 patients underwent circumferential fusion, and 7 patients underwent posterior fusion. All patients were fused at 3 months after surgery. The complications were 1 case of CSF leakage and 1 case of esphageal fistula, 1 case of infection. Conclusion: We recommend closed reduction be performed as soon as possible after injury to maximize the potential for neurological recovery. Patients fot whom closed reduction of the cervical locked facets have a higher incidence of anatomic obstacles to reduction, including facet fractures and disc herniation. Immediate direct open anterior reduction or circumferential fixation/fusion of locked cervical facets is recommended as a treatment of choice for traumatic locked cervical facet patients after closed reduction failure.

Comparison of Outcomes after Atlantoaxial Fusion with Transarticular Screws and Screw-Rod Constructs

  • Kim, Ji Yong;Oh, Chang Hyun;Yoon, Seung Hwan;Park, Hyeong-Chun;Seo, Hyun Sung
    • Journal of Korean Neurosurgical Society
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    • 제55권5호
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    • pp.255-260
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    • 2014
  • Objective : The purpose of this study was to compare the radiological and neurological outcomes between two atlantoaxial fusion method for atlantoaxial stabilization; C1 lateral mass-C2 pedicle screws (screw-rod constructs, SRC) versus C1-2 transarticular screws (TAS). Methods : Forty-one patients in whom atlantoaxial instability was treated with atlantoaxial fixation by SRC group (27 patients, from March 2005 to May 2011) or TAS group (14 patients, from May 2000 to December 2005) were retrospectively reviewed. Numeric rating scale (NRS) for pain assessment, Oswestry disability index (ODI), and Frankel grade were also checked for neurological outcome. In radiologic outcome assessment, proper screw position and fusion rate were checked. Perioperative parameters such as blood loss during operation, operation time, and radiation exposure time were also reviewed. Results : The improvement of NRS and ODI were not different between both groups significantly. Good to excellent response in Frankel grade is shown similarly in both groups. Proper screw position and fusion rate were also observed similarly between two groups. Total bleeding amount during operation is lesser in SRC group than TAS group, but not significantly (p=0.06). Operation time and X-ray exposure time were shorter in SRC group than in TAS group (all p<0.001). Conclusion : Both TAS and SRC could be selected as safe and effective treatment options for C1-2 instability. But the perioperative result, which is technical demanding and X-ray exposure might be expected better in SRC group compared to TAS group.

Comparison of Fusion with Cage Alone and Plate Instrumentation in Two-Level Cervical Degenerative Disease

  • Joo, Yong-Hun;Lee, Jong-Won;Kwon, Ki-Young;Rhee, Jong-Joo;Lee, Hyun-Koo
    • Journal of Korean Neurosurgical Society
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    • 제48권4호
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    • pp.342-346
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    • 2010
  • Objective : This study assessed the efficacy of anterior cervical discectomy and fusion (ACDF) with cage alone compared with ACDF with plate instrumentation for radiologic and clinical outcomes in two-level cervical degenerative disease. Methods : Patients with cervical degenerative disc disease from September 2004 to December 2009 were assessed retrospectively. A total of 42 patients received all ACDF at two-level cervical lesion. Twenty-two patients who underwent ACDF with cage alone were compared with 20 patients who underwent ACDF with plate fixation in consideration of radiologic and clinical outcomes. Clinical outcomes were assessed using Robinson's criteria and posterior neck pain, arm pain described by a 10 point-visual analog scale. Fusion rate, subsidence, kyphotic angle, instrument failure and the degenerative changes in adjacent segments were examined during each follow-up examination. Results : VAS was checked during each follow-up and Robinson's criteria were compared in both groups. Both groups showed no significant difference. Fusion rates were 90.9% (20/22) in ACDF with the cage alone group, 95% (19/20) in ACDF with the plate fixation group (p = 0.966). Subsidence rates of ACDF with cage alone were 31.81% (7/22) and ACDF with plate fixation were 30% (6/20) (p = 0.928). Local and regional kyphotic angle difference showed no significant difference. At the final follow-up, adjacent level disease developed in 4.54% (1/22) of ACDF with cage alone and 10% (2/20) of ACDF with plate fixation (p= 0.654). Conclusion : In two-level ACDF, ACDF with cage alone would be comparable with ACDF with plate fixation with regard to clinical outcome and radiologic result with no significant difference. We suggest that the routine use of plate and screw in 2-level surgery may not be beneficial.