• Title/Summary/Keyword: RML

Search Result 43, Processing Time 0.022 seconds

A Video Expression Recognition Method Based on Multi-mode Convolution Neural Network and Multiplicative Feature Fusion

  • Ren, Qun
    • Journal of Information Processing Systems
    • /
    • v.17 no.3
    • /
    • pp.556-570
    • /
    • 2021
  • The existing video expression recognition methods mainly focus on the spatial feature extraction of video expression images, but tend to ignore the dynamic features of video sequences. To solve this problem, a multi-mode convolution neural network method is proposed to effectively improve the performance of facial expression recognition in video. Firstly, OpenFace 2.0 is used to detect face images in video, and two deep convolution neural networks are used to extract spatiotemporal expression features. Furthermore, spatial convolution neural network is used to extract the spatial information features of each static expression image, and the dynamic information feature is extracted from the optical flow information of multiple expression images based on temporal convolution neural network. Then, the spatiotemporal features learned by the two deep convolution neural networks are fused by multiplication. Finally, the fused features are input into support vector machine to realize the facial expression classification. Experimental results show that the recognition accuracy of the proposed method can reach 64.57% and 60.89%, respectively on RML and Baum-ls datasets. It is better than that of other contrast methods.

Analysis of PSK Coherent Carrier Signal Recovery Circuit Using Six-Port Phase Correlator (6-단자 위상 상관기를 이용한 PSK 반송파 신호 복원 회로 해석)

  • Kim, Young-Wan;Shin, Choo-Yeon
    • The Journal of Korean Institute of Electromagnetic Engineering and Science
    • /
    • v.19 no.11
    • /
    • pp.1281-1286
    • /
    • 2008
  • The PSK carrier signal recovery circuit using a six-port phase correlator was analyzed and the circuit structure is proposed in this paper. The proposed carrier signal recovery circuit that is made of reflection element and six-port phase correlator, which is comprised of a power divider and three hybrid branch line couplers, give a simple structure and can be fabricated without no difficulty. The circuit recovers the carrier signal of BPSK and QPSK modulation signal. The proposed scheme can be utilized as a basis structure for high-mode PSK carrier signal recovery. By simulation results, the recovered signal by the proposed circuit shows a good carrier signal characteristic with CW signal of a constant phase($23.4^{\circ}$) and ${\pm}0.8^{\circ}$ phase error due to glitch conditions.

A Study on Comparative Analysis of Mammography and Tc-99m MIBI Scintimammography for Dense Breast (치밀형 유방에서 유방특이감마영상검사의 유용성 평가)

  • Jeong, Eun-Mi;Kim, Ho-Seong
    • The Korean Journal of Nuclear Medicine Technology
    • /
    • v.16 no.1
    • /
    • pp.76-79
    • /
    • 2012
  • Purpose: This study was to evaluate usefulness of $^{99m}Tc$-MIBI scintimammography for dense breast by comparing concordance in test results between Tc-99m MIBI scintimammography and mammography whose effect was proved the most as an imaging tool depending on breast density and at the same time by examining limitation on evaluation depending on density of breast tissue. [Materials and Methods] In the period from December 2010 to July 2011, this study targeted 150 patients who took both of $^{99m}Tc$-MIBI scintimammography and mammography conducted by using breast gamma camera in this hospital. Breast density was classified to the four levels of pattern 1~4 based on the results of mammography. $^{99m}Tc$-MIBI scintimammography was conducted with the LCC, the RCC, the LMLO, and the RML one minute after intravenous injection of 99mTc-MIBI 7400 MBq (20 mCi) while analysis was made for concordance in test results of $^{99m}Tc$-MIBI scintimammography and mammography. [Results] Among the 150 patients, pattern 1 was found in 3 patients, pattern 2 in 44 patients, pattern 3 in 61 patients, and pattern 4 in 37 patients. There were 5 patients who showed the case where it was impossible to determine density of breast tissue due to foreign body inserted to breast. The concordance ratio of the results between $^{99m}Tc$-MIBI scintimammography and mammography was 95.5% for pattern 2, 95.1% for pattern 3 and 94.6% for pattern 4. This demonstrated that the concordance rate decreased according to the increase in breast density. [Conclusion] When there was limitation on evaluation of breast specific gamma imaging test results due to increased intake in breast tissue or surgical site, the concordance rate was 6.8% for pattern 2, 16.3% for pattern 3 and 18.9% for pattern 4. This demonstrated that the degree of limitation on evaluation of breast specific gamma imaging test results increased according to the increase in breast density.

  • PDF

Systemic Pulmonary Arteriovenous Fistula - 1 Case Report - (체동맥 폐동정맥루 치험례의 보고 -1례 보고-)

  • 허재학;김영태;성숙환;김주현
    • Journal of Chest Surgery
    • /
    • v.31 no.4
    • /
    • pp.409-412
    • /
    • 1998
  • This is a case report of an operation for the pulmonary arteriovenous fistula supplied from the systemic arteries instead of the pulmonary artery. The operation of systemic arteriovenous pulmonary fistula has formidable technical challenges due to its extensive collateral circulations. A 16 year-old female patient, diagnosed as systemic arteriovenous fistula with multiple tortuous feeding vessels and with hereditary hemorrhagic telangiectasia, was initially managed with arterial embolization before the operation. A 15${\times}$8cm sized huge vascular malformation was removed by RML and RLL bilobectomy. During the operation, we encountered annoying massive bleeding and pulmonary congestion originated in its extensive collateral circulation. The patient was discharged after conservative management without specific problem on the 15th postoperative day. For the safe operation as well as good operative result, it seemed that meticulous ligation of the multiple collateral vessels should be performed prior to that of pulmonary veins.

  • PDF

Prevalence of NTM Pulmonary Infection in the Patients with Bronchiectasis (기관지확장증 환자에서 폐 비결핵성 마이코박테리아증의 유병률)

  • Lee, Jung Yeon;Song, Jae-Woo;Hong, Sang-Bum;Oh, Yeon-Mok;Lim, Chae-Man;Lee, Sang Do;Koh, Younsuck;Kim, Woo Sung;Kim, Dong Soon;Kim, Won Dong;Shim, Tae Sun
    • Tuberculosis and Respiratory Diseases
    • /
    • v.57 no.4
    • /
    • pp.311-319
    • /
    • 2004
  • Background : It has been well known that bronchiectasis (BE) is a predisposing condition for pulmonary NTM infection, whereas there are some suggestions that BE, especially nodular BE, may be a result of NTM pulmonary infection. This retrospective study was done to investigate the prevalence of NTM pulmonary infection in the patients with BE. Methods : Eight hundred sixty-six patients, who underwent chest CT and sputum AFB examination and had BE detected by chest CT at Asan Medical Center in 2002, were included in this study. They were divided into Group I (bilateral BE, especially in RML, lingular or both lower lobes; 134), Group II (BE accompanied with fibrocavitary lesions commonly found in tuberculosis, usually both upper lobes; 233) and Group III (except Group I, II; 499) according to the radiological findings. Group I was subdivided into Group I+ (62) or Group I- (72) according to the presence or absence of centrilobular nodules, respectively. The sputum AFB examination, clinical and radiological findings were analyzed and compared between groups. Results : The number of patients who had at least one positive NTM culture was significantly higher in Group I+ compared with others (p<0.05); 24.2% in Group I+, 6.9% in Group I-, 9.9% in Group II, 6.0% in Group III and 4.1% in control. The number of patients who had true NTM infection defined by ATS guideline was higher in Group I+ (5, 8.1%) compared with others (p<0.05). In all groups, M. avium-intracellulare comlex was the most common isolates. Conclusion : Even though true NTM pulmonary disease was more prevalent in the patients with nodular BE, especially located in RML, left linguar, or both lower lobes, only a small population of the patients with nodular BE met the ATS diagnostic criteria for NTM pulmonary disease. The other patients in nodular BE group may have subclinical stage of NTM infection or completely different diseases from NTM infection. Long-term clinical studies are needed to clarify this issue.

Clinical Investigation of Tuberculous Pneumonia (결핵성 폐렴환자의 임상적 고찰)

  • Lee, Seung Heon;Hur, Gyu Young;Jung, Ki Hwan;Lee, Sung Yong;Lee, Sang Yeub;Kim, Jae Hyung;Park, Sang Myun;Shin, Chul;Shim, Jae Jeong;In, Kwang Ho;Kang, Kyung Ho;Ryu, Sae Hwa
    • Tuberculosis and Respiratory Diseases
    • /
    • v.57 no.1
    • /
    • pp.19-24
    • /
    • 2004
  • Background : It is difficult to differentiate between tuberculous pneumonia and Community Acquired Pneumonia, so the diagnosis and treatment of tuberculous pneumonia can be delayed frequently. In this study, we attempted to retrospectively evaluate the clinical and radiologic characteristics of tuberculous pneumonia. Methods : We conducted a retrospective analysis of clinical characteristics of 58 patients diagnosed with tuberculous pneumonia from Nov. 1997 to May 2001 at Korea university kuro hospital. Result : The male to female ratio was 1:1 and the mean age at diagnosis was $54.5{\pm}18.6$ years. Fifty five patients were confirmed microbiologically and three patients pathologically. There were 20 patients(34.5%) who had diabetes mellitus(8cases), chronic obstructive pulmonary disease(3cases), malignancy(3cases), bronchiectasis(2cases), chronic renal failure(1cases) or long term history of corticosteroid treatment(3cases). Many patients had multilobar infiltration in chest X-ray, dominantly in the lower lobe. thirty two patients(55.2%) had infiltration in more than 2 lobes and 5 patients in more than 4 lobes. The significant correlation between the diabetes mellitus and the infiltrated Rt lower lobe(RLL) was found on the borders of confidence limit.(P=0.07<0.1). There was significant correlation between woman and infiltrated lobe(RML, RLL, LLL) excluding the both upper lobe(P=0.029). Conclusion : We must consider tuberculous pneumonia when lobar pneumonia with consolidation resistant to antibiotics, especially in the patients who have diabetes mellitus, chronic obstructive pulmonary disease, malignancy, bronchiectsis, chronic renal failure or long term history of corticosteroid treatment.

Characteristics of Vibration Response Imaging in Healthy Koreans

  • Choi, Kyu-Hee;Kim, Kwan-Il;Bang, Ji-Hyun;Kim, Jae-Hwan;Choi, Jun-Yong;Jung, Sung-Ki;Jung, Hee-Jae
    • The Journal of Korean Medicine
    • /
    • v.32 no.6
    • /
    • pp.10-17
    • /
    • 2011
  • Background: Vibration response imaging (VRI) is a new technology that records energy generated by airflow during the respiration cycle. Analysis of lung sound using VRI may overcome the limitations of auscultation. Objectives: To set a VRI standard for healthy Koreans, we conducted a clinical assessment to evaluate breath sound images and quantification in healthy subjects and compared the findings with reported breath sound characteristics. Methods: Recordings were performed using the VRIxp. Eighty subjects took a deep breath four times during a 12-second interval while sitting upright. The quantitative aspect was analyzed using the VRI quantitative lung data (QLD) for total left lung, total right lung and for six lung regions: left upper lung (LUL), left middle lung (LML), left lower lung (LLL), right upper lung (RUL), right middle lung (RML), right lower lung (RLL). The qualitative aspect was provided through image assessments by three reviewers. Results: In all regions the left lung had significantly higher QLD than the right lung (P<0.005, paired t-test). The inter-rater agreement was 0.78. 84% of the images were found normal by the final assessment. Among the 16% (n=13) of images with abnormal final assessment, the most common flawed features were dynamic image (77%, n=10) and maximum energy frame (MEF) shape (77%, n=10). No significant differences were found between males and females for QLD but there were significant differences in qualitative aspects including dynamic images, MEF shape, and missing LLL. Conclusion: The characteristics of healthy Koreans are similar to those of Western subjects reported previously. VRI is easy to use and objective, and so is helpful to diagnose patients with respiratory diseases and to monitor the progress of diseases after medical treatments.

Implementation and Performance Analysis of the Group Communication Using CORBA-ORB, JAVA-RMI and Socket (CORBA-ORB, JAVA-RMI, 소켓을 이용한 그룹 통신의 구현 및 성능 분석)

  • 한윤기;구용완
    • Journal of Internet Computing and Services
    • /
    • v.3 no.1
    • /
    • pp.81-90
    • /
    • 2002
  • Large-scale distributed applications based on Internet and client/server applications have to deal with series of problems. Load balancing, unpredictable communication delays, and networking failures can be the example of the series of problems. Therefore. sophisticated applications such as teleconferencing, video-on-demand, and concurrent software engineering require an abstracted group communication, CORBA does not address these paradigms adequately. It mainly deals with point-to-point communication and does not support the development of reliable applications that include predictable behavior in distributed systems. In this paper, we present our design, implementation and performance analysis of the group communication using the CORBA-ORB. JAVA-RML and Socket based on distributed computing Performance analysis will be estimated latency-lime according to object increment, in case of group communication using ORB of CORBA the average is 14.5172msec, in case of group communication using RMI of Java the average is 21.4085msec, in case of group communication using socket the average is becoming 18.0714msec. Each group communication using multicast and UDP can be estimated 0.2735msec and 0.2157msec. The performance of the CORBA-ORB group communication is increased because of the increased object by the result of this research. This study can be applied to the fault-tolerant client/server system, group-ware. text retrieval system, and financial information systems.

  • PDF

A Case of Pulmonary Gangrene Associated with Obstructive Pneumonia Due to Non-small Cell Lung Carcinoma (위치에 따라 이동하는 종괴를 포함한 공동으로 진행된 비소세포폐암에 동반된 폐렴)

  • Kim, Sung-Jun;Um, Tae-Chan;Moon, Kwie-Ae;Kim, Phil-Ho;Kim, Sang-Hyun;Jeoung, Byung-Oh;Lee, Hyuk-Pyo;Kim, Joo-In;Yum, Ho-Kee;Choi, Soo-Jeon
    • Tuberculosis and Respiratory Diseases
    • /
    • v.46 no.4
    • /
    • pp.591-595
    • /
    • 1999
  • Pulmonary gangrene is a rare complication of severe pulmonary infection in which a pulmonary segment or lobe is sloughed. It is a part of a spectrum of disease in which lung tissue is devitalized(such as necrotizing pneumonia, pulmonary abscess), but apart from them, pulmonary gangrene has more extensive area of necrosis and thrombosis of large vessels plays a prominent role in the pathogenesis. We experienced a case of pulmonary gangrene in 71 year old female obstructive pneumonia patient with non-small cell lung carcinoma. She complained high fever, chill and despite treatment with antibiotics, pneumonia progressed to empyema. At that time chest radiograph showed a large cavity including sloughed lung tissue, freely moving to dependent position at both lateral decubitus view. RML and RLL were resected and compression of pulmonary vessels by enlarged lymph nodes was observed. Defervescence was obtained immediate postoperative period and the patient was discharged after infection control with antibiotics, chest tube drainage. The perivascular lymph nodes dissected during lobectomy were proved to be reactive hyperplasias. We speculated that the carcinoma caused obstructive pneumonia, in turn, resulted in reactive hyperplasia of the draining lymph nodes surrounding the large vessels and finally the lung tissues supplied by them necrotized and sloughed.

  • PDF

The Growth of $MgO:LiNbO_3$ Single Crystal by Czochralski Method and its Density Measurement (Czochralski법에 의한 $MgO:LiNbO_3$단결정 성장과 밀도 측정)

  • Kim, Il-Won;Park, Bong-Chan;Kim, Gap-Jin
    • Korean Journal of Crystallography
    • /
    • v.4 no.2
    • /
    • pp.74-85
    • /
    • 1993
  • Single crystals of LiNbO3 have found extensive application in electro-optic and nonlinear optic devices. However, laser-induced refartive index inhomogeneities, which have been labeled opical damage impose limits on device optical damage in LiNbO3 is imporved if more than 4.5 rml% MgO is added to the melt The laser damage thrueshold increased as much as 100 times better then that of undoped crystals. The MgO doped cystal has thus been urterlsiv81y studied since then. In the study, Mgo:LiNbOs(MLA) single crystals dopsd with 0, 2.5, 5.0, 7.5, 10.0 mol% MgO have been grown by the czocrualski technique. The metls were prepared in the platinum crluible and 15∼20mm diameter crystals were grown with a length of 20∼30mm in a resitance heater. The growth rate was 2.5mm/hr, the rotation speed 15rpn. Before sawing MLN single crystals were annealed for 24 hours under atmosphere at a temperature of 1080℃. After sawing, we have found an annual ring cross section of MNA crystals only in the direction of perpendicilar to the c-axis. Nonuniform dispusion of MgO was pointed out that the cuties of the state of oxide were strongly affected by oxygen partial pressure in.

  • PDF