• 제목/요약/키워드: gray correlation

검색결과 162건 처리시간 0.025초

Bone Microarchitecture at the Femoral Attachment of the Posterior Cruciate Ligament (PCL) by Texture Analysis of Magnetic Resonance Imaging (MRI) in Patients with PCL Injury: an Indirect Reflection of Ligament Integrity

  • Kim, Hwan;Shin, YiRang;Kim, Sung-Hwan;Lee, Young Han
    • Investigative Magnetic Resonance Imaging
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    • 제25권2호
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    • pp.93-100
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    • 2021
  • Purpose: (1) To evaluate the trabecular pattern at the femoral attachment of the posterior cruciate ligament (PCL) in patients with a PCL injury; (2) to analyze bone microarchitecture by applying gray level co-occurrence matrix (GLCM)-based texture analysis; and (3) to determine if there is a significant relationship between bone microarchitecture and posterior instability. Materials and Methods: The study included 96 patients with PCL tears. Trabecular patterns were evaluated on T2-weighted MRI qualitatively, and were evaluated by GLCM texture analysis quantitatively. The grades of posterior drawer test (PDT) and the degrees of posterior displacement on stress radiographs were recorded. The 96 patients were classified into two groups: acute and chronic injury. And 27 patients with no PCL injury were enrolled for control. Pearson's correlation coefficient and one-way ANOVA with Bonferroni test were conducted for statistical analyses. This protocol was approved by the Institutional Review Board. Results: A thick and anisotropic trabecular bone pattern was apparent in normal or acute injury (n = 57/61;93.4%), but was not prominent in chronic injury and posterior instability (n = 31/35;88.6%). Grades of PDT and degrees of posterior displacement on stress radiograph were not correlated with texture parameters. However, the texture analysis parameters of chronic injury were significantly different from those of acute injury and control groups (P < 0.05). Conclusion: The trabecular pattern and texture analysis parameters are useful in predicting posterior instability in patients with PCL injury. Evaluation of the bone microarchitecture resulting from altered biomechanics could advance the understanding of PCL function and improve the detection of PCL injury.

Magnetic resonance imaging texture analysis for the evaluation of viable ovarian tissue in patients with ovarian endometriosis: a retrospective case-control study

  • Lee, Dayong;Lee, Hyun Jung
    • Journal of Yeungnam Medical Science
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    • 제39권1호
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    • pp.24-30
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    • 2022
  • Background: Texture analysis has been used as a method for quantifying image properties based on textural features. The aim of the present study was to evaluate the usefulness of magnetic resonance imaging (MRI) texture analysis for the evaluation of viable ovarian tissue on the perfusion map of ovarian endometriosis. Methods: To generate a normalized perfusion map, subtracted T1-weighted imaging (T1WI), T1WI and contrast-enhanced T1W1 with sequences were performed using the same parameters in 25 patients with surgically confirmed ovarian endometriosis. Integrated density is defined as the sum of the values of the pixels in the image or selection. We investigated the parameters for texture analysis in ovarian endometriosis, including angular second moment (ASM), contrast, correlation, inverse difference moment (IDM), and entropy, which is equivalent to the product of area and mean gray value. Results: The perfusion ratio and integrated density of normal ovary were 0.52±0.05 and 238.72±136.21, respectively. Compared with the normal ovary, the affected ovary showed significant differences in total size (p<0.001), fractional area ratio (p<0.001), and perfusion ratio (p=0.010) but no significant differences in perfused tissue area (p=0.158) and integrated density (p=0.112). In comparison of parameters for texture analysis between the ovary with endometriosis and the contralateral normal ovary, ASM (p=0.004), contrast (p=0.002), IDM (p<0.001), and entropy (p=0.028) showed significant differences. A linear regression analysis revealed that fractional area had significant correlations with ASM (r2=0.211), IDM (r2=0.332), and entropy (r2=0.289). Conclusion: MRI texture analysis could be useful for the evaluation of viable ovarian tissues in patients with ovarian endometriosis.

Validation and comparison of volume measurements using 1 multidetector computed tomography and 5 cone-beam computed tomography protocols: An in vitro study

  • Juliana Andrea Correa, Travessas;Alessandra Mendonca, dos Santos;Rodrigo Pagliarini, Buligon;Nadia Assein, Arus;Priscila Fernanda Tiecher, da Silveira;Heraldo Luis Dias, da Silveira;Mariana Boessio, Vizzotto
    • Imaging Science in Dentistry
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    • 제52권4호
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    • pp.399-408
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    • 2022
  • Purpose: The purpose of this study was to compare volume measurements obtained using 2 image software packages on Digital Imaging and Communications in Medicine (DICOM) images acquired from 1 multidetector computed tomography and 5 cone-beam computed tomography devices, using different protocols for physical volume measurements. Materials and Methods: Four pieces of bovine leg were prepared. Marrow was removed from 3 pieces, leaving cortical bone exposed. The resulting space of 1 piece was filled with water, another was filled with propylene glycol, and the third was left unfilled. The marrow in the fourth sample was left fully intact. Volume measurements were obtained after importing DICOM images into the Dolphin Imaging 11.95 and ITK-SNAP software programs. Data were analyzed using 3-way analysis of variance with a generalized linear model to determine the effects of voxel size, software, and content on percentage mean volume differences between tomographic protocols. A significance level of 0.05 was used. Results: The intraclass correlation coefficients for intraobserver and interobserver reliability were, respectively, 0.915 and 0.764 for the Dolphin software and 0.894 and 0.766 for the ITK-SNAP software. Three sources of statistically significant variation were identified: the interaction between software and content (P=0.001), the main effect of content (P=0.014), and the main effect of software (P=0.001). Voxel size was not associated with statistically significant differences in volume measurements. Conclusion: Both content and software influenced the accuracy of volume measurements, especially when the content had gray values similar to those of the adjacent tissues.

Intraoral scanning of the edentulous jaw without additional markers: An in vivo validation study on scanning precision and registration of an intraoral scan with a cone-beam computed tomography scan

  • Julie Tilly Deferm;Frank Baan;Johan Nijsink;Luc Verhamme;Thomas Maal;Gert Meijer
    • Imaging Science in Dentistry
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    • 제53권1호
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    • pp.21-26
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    • 2023
  • Purpose: A fully digital approach to oral prosthodontic rehabilitation requires the possibility of combining (i.e., registering) digital documentation from different sources. This becomes more complex in an edentulous jaw, as fixed dental markers to perform reliable registration are lacking. This validation study aimed to evaluate the reproducibility of 1) intraoral scanning and 2) soft tissue-based registration of an intraoral scan with a cone-beam computed tomography (CBCT) scan for a fully edentulous upper jaw. Materials and Methods: Two observers independently performed intraoral scans of the upper jaw in 14 fully edentulous patients. The palatal vault of both surface models was aligned, and the inter-observer variability was assessed by calculating the mean inter-surface distance at the level of the alveolar crest. Additionally, a CBCT scan of all patients was obtained and a soft tissue surface model was generated using patient-specific gray values. This CBCT soft tissue model was registered with the intraoral scans of both observers, and the intraclass correlation coefficient(ICC) was calculated to evaluate the reproducibility of the registration method. Results: The mean inter-observer deviation when performing an intraoral scan of the fully edentulous upper jaw was 0.10±0.09 mm. The inter-observer agreement for the soft tissue-based registration method was excellent(ICC=0.94; 95% confidence interval, 0.81-0.98). Conclusion: Even when teeth are lacking, intraoral scanning of the jaw and soft tissue-based registration of an intraoral scan with a CBCT scan can be performed with a high degree of precision.

Improving Field Crop Classification Accuracy Using GLCM and SVM with UAV-Acquired Images

  • Seung-Hwan Go;Jong-Hwa Park
    • 대한원격탐사학회지
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    • 제40권1호
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    • pp.93-101
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    • 2024
  • Accurate field crop classification is essential for various agricultural applications, yet existing methods face challenges due to diverse crop types and complex field conditions. This study aimed to address these issues by combining support vector machine (SVM) models with multi-seasonal unmanned aerial vehicle (UAV) images, texture information extracted from Gray Level Co-occurrence Matrix (GLCM), and RGB spectral data. Twelve high-resolution UAV image captures spanned March-October 2021, while field surveys on three dates provided ground truth data. We focused on data from August (-A), September (-S), and October (-O) images and trained four support vector classifier (SVC) models (SVC-A, SVC-S, SVC-O, SVC-AS) using visual bands and eight GLCM features. Farm maps provided by the Ministry of Agriculture, Food and Rural Affairs proved efficient for open-field crop identification and served as a reference for accuracy comparison. Our analysis showcased the significant impact of hyperparameter tuning (C and gamma) on SVM model performance, requiring careful optimization for each scenario. Importantly, we identified models exhibiting distinct high-accuracy zones, with SVC-O trained on October data achieving the highest overall and individual crop classification accuracy. This success likely stems from its ability to capture distinct texture information from mature crops.Incorporating GLCM features proved highly effective for all models,significantly boosting classification accuracy.Among these features, homogeneity, entropy, and correlation consistently demonstrated the most impactful contribution. However, balancing accuracy with computational efficiency and feature selection remains crucial for practical application. Performance analysis revealed that SVC-O achieved exceptional results in overall and individual crop classification, while soybeans and rice were consistently classified well by all models. Challenges were encountered with cabbage due to its early growth stage and low field cover density. The study demonstrates the potential of utilizing farm maps and GLCM features in conjunction with SVM models for accurate field crop classification. Careful parameter tuning and model selection based on specific scenarios are key for optimizing performance in real-world applications.

반전 시간의 변화가 정상인의 뇌 체적에 미치는 영향에 대한 고찰 (A Study of Changes of Inversion Time Effect on Brain Volume of Normal Volunteers)

  • 김주호;김성후;신화선;김지은;나재범;박기수;최대섭
    • Investigative Magnetic Resonance Imaging
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    • 제17권4호
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    • pp.286-293
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    • 2013
  • 목적 : 본 연구는 20대 건강한 성인을 대상으로 반전 시간 (inversion time, TI)의 차이에 의한 뇌 영상을 획득하여 체적을 분석하였다. 대상 및 방법 : 20대 건강한 성인을 대상으로 MPRAGE (magnetization prepared rapid acquisition gradient echo) pulse sequence, 절편두께 1.5 mm, 4개의 반전 시간 (800 ms, 900 ms, 1000 ms, 1100 ms)을 이용해 뇌 영상을 획득하였다. 획득된 뇌 영상을 이용해 백질 (white matter, WM), 회백질(gray matter, GM), 그리고 전체 뇌 체적(intracranial volume, ICV)을 측정하고 각 TI 별로 뇌 체적 및 성별에 따른 통계적인 차이가 있는지 분석하였다. 결과 : Freesurfer로 산출된 뇌 체적은 평균 ICV=$1278.94{\pm}154.92cm^3$를 이용하여 정규화 하였고, 평균 WM=$486.52{\pm}48.64cm^3$, 평균 GM=$646.83{\pm}57.12cm^3$ 이었다. 남자의 뇌 체적 (WM, GM, ICV)은 여자보다 컸다. 측정간 신뢰도 테스트에서 급내 상관 계수는 모두 높은 수치를 나타내었다 (WM 0.992, GM 0.988, ICV 0.997). 반복측정 분산분석에서는 GM과 ICV는 각 TI에서 유의수준 내에서의 차이가 없었지만 (GM p=0.143, ICV p=0.052) WM는 유의수준 내에서의 차이가 있었다 (p=0.001). 선형 구조 관계 분석에서는 피어슨 상관 계수가 모두 높은 수치를 보였다. 결론 : WM, GM, ICV는 높은 신뢰도와 선형 구조 관계를 나타내었고 WM는 각 TI에서 유의수준 내에서의 차이를 보였다. 20대 건강한 성인의 뇌 체적의 자료는 환자들과의 비교에 참고자료로 사용될 수 있을 것이며, 뇌의 구조적인 변화를 예측하는데 도움을 줄 것이다. TI의 변화에 따라 대조도, 잡음비 그리고 병변의 검출 능력을 조사하는 추가적인 연구가 필요할 것이다.

혈청 유리형 전립선항원 (free PSA) 측정을 위한 효소면역측정법의 개발 (Development of Enzyme Immuno Assay for Analysis of Free Prostate Specific Antigen in Serum)

  • Kyung-Ok Lee;Kyung-In Kim;Kyu-Pum Lee
    • 대한의생명과학회지
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    • 제3권2호
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    • pp.107-114
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    • 1997
  • 전립선특이 항원 (PSA: Prostate Specific Antigen)은 전립선 세포에서 분비되는 단백질로서 장기 특이성이 높아 전립선암의 조기진단 및 치료의 예후를 판단하기 위해 임상에서 널리 사용되고 있는 혈청 종양표지검사의 대상항원이다. 그러나 혈청 PSA치는 전립선암 뿐 아니라 양성 전립선질환인 전립선비대증 (BPH), 전립선 경색, 전립선 염증 등에서도 상승될 수 있다. 혈청 내의 PSA는 여러 가지 분자형태로 이루어져 있으며 대표적으로 ${alpha}_1$-antichymotrypsin과 결합된 결합형 PSA(PSA-ACT)와 유리형 PSA (free PSA)로 나눌 수 있다. 전립선 암 환자의 혈청에는 결합형 PSA가 95% 이상으로 매우 높고 유리형 PSA의 분포는 매우 작은 반면 전립성비대증에서는 유리형 PSA의 농도가 높아지므로, 결합형 PSA와 동시에 유리형 PSA를 측정하면 종양표지검사로서의 특이성과 예민도를 높일 수 있다는 보고가 있어, 최근 혈청내의 유리형 PSA의 측정의 중요성이 임상적으로 대두되고 있다. 이에 본 연구에서는 sandwich 원리로 유리형 PSA 효소면역 측정법 (EIA) kit를 개발하고 그 유용성을 검토한 결과, 고, 저 농도에서의 일내, 일간 변이 계수 (CV)는 4% 이하였으며 상품화된 free PSA kit와 비교하였을 때 두 방법간의 상관계수는 0.9965으로 매우 양호하였다. 또한 농도가 높은 세 환자의 검체를 희석하여 직선성 검사를 하였을 때 상관계수가 모두 0.995이상으로 나타났다. 또한 microplate 법에서 문제될 수 있는 hook effect는 유리형 PSA농도가 40 ng/mL까지 나타나지 않았으며, 98.9%~104.1%의 회수율을 나타내었다. 따라서 본 연구에서 개발한 면역측정법 kit는 혈청 중의 유리형 PSA를 정확하고 간편하게 분석할 수 있으므로 임상 실험실에서 전립선암이나 전립선질환의 진단 및 치료효과의 판정에 유용하게 사용될 수 있을 것으로 기대된다.

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벼-보리 작부지대(作付地帶) 유기물연용시용법(有機物連用施用法) 연구(硏究) (Studies on Establishment of Application Method of Organic Matter in Rice-Barley Cropping System)

  • 한규흥;나오도 마즈다;노태홍
    • 한국토양비료학회지
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    • 제19권4호
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    • pp.333-337
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    • 1986
  • 벼-보리 작부시(作付時) 유기물연용(有機物連用) 시용방법(施用方法)을 확립(確立)하기 위(爲)하여 각(各) 작기별(作期別)로 유기물자재(有機物資材) 및 시용량(施用量)을 달리하여 세립회색(細粒灰色) 저지토(低地土)에서 시험(試驗)한 결과(結果)는 다음과 같다. 1) 토양중(土壤中) 부식함량(腐植含量)과 전질소함량(全窒素含量)은 볏짚 환원구(還元區)를 제외(除外)한 모든 유기물(有機物) 시용구(施用區)에서 증가(增加)되었고 그중(中) 퇴비배량구(堆肥倍量區)가 제일(第一) 높았다. 2) 추출질소(抽出窒素)(지력질소(地力窒素))는 볏짚+보리짚 시용구(施用區)에서 분해과정(分解過程)이 지연(遲延)됨에 따라 수확기(收穫期) 잔존량(殘存量)이 제일(第一) 많았으며 완숙퇴비(完熟堆肥) 시용구(施用區)에서는 오히려 적었다. 3) 질소흡수량(窒素吸收量) 및 수량(收量)은 퇴비배량구(堆肥倍量區)에서 높았고 부식함량(腐植含量), 전질소(全窒素), 질소흡수량(窒素吸收量) 및 수량간(收量間)의 상호관계(相互關係)는 유의성(有意性)있는 상관(相關)을 나타냈으나 추출질소(抽出窒素)와 전질소(全窒素) 및 수량간(收量間)에는 유의성(有意性)이 없었다. 4) 유기물(有機物) 시용(施用)에 의(依)한 토양(土壤)의 화학적(化學的) 성질(性質) 변화(變化)는 인산(燐酸)과 가리(加里)는 각(各) 유기물(有機物) 시용구(施用區), C. E. C는 퇴비시용구(堆肥施用區)에서 다소(多少) 높았으며 물리성(物理性) 변화(變化)는 거의 없었다.

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악골 내 발생한 낭종의 적출술 후 자발적인 골의 재생에 대한 파노라마 방사선 분석 (PANORAMIC ANALYSIS ABOUT SPONTANEOUS BONE REGENERATION AFTER ENUCLEATION OF JAW CYST)

  • 임정훈;이재훈
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제31권3호
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    • pp.229-236
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    • 2009
  • Purpose: Some recent literatures report that it is possible to recover defected areas caused by enucleation of relatively large jaw cysts without using bone grafts. The aim was to find out whether spontaneous recovery of defected area with time occurred and what the contributing factors were. Materials and methods: In total, 194 patients were considered as patients. Out of these 194 patients, 74 patients who had no wound dehiscence and who were available for follow-up studies were selected. They were classified into two groups according to the size of radiolucent area in the preoperative panoramic radiographs: in one group, it was larger than $3{\times}4cm$, while in the other group, it was smaller than $3{\times}4cm$. Follow-up panoramic radiographs were taken immediately after the surgery, then after 3, 6, 9 and 12 months. On those radiographs, changes in size and density of the defected areas were observed using the Gray-level histogram of Adobe photoshop v7.0. Correlation between bone regeneration and factors such as the type and size of the cysts, age, sex, site of the cysts and systemic disease was evaluated using the General repeated measure and Mann-Whitney Test. Results: Analyses of panoramic radiographs showed that the recovery of radiopacity after 12 months was more than 97% on average in defected areas that were smaller than $3{\times}4cm$. in the defected areas that were larger than $3{\times}4cm$, considerable portion showed recovery of radiopacity. No statistically significant change was observed in bone density according to the type of cysts. Young patients under 20 years of age with highly active metabolism presented more significant bone regeneration than patients over 20 years of age. Bone regeneration was more hampered in patients who had medical disease, compared with patients who didn’t have any medical problem. No statistically significant change was seen in bone density according to sex. Changes in bone density according to the site of cysts such as maxilla, mandible, anterior or posterior region were not considered to be significant. Conclusion: Analyses of panoramic radiographs suggest that in approximately 12 months after the enucleation of cysts, clinically acceptable spontaneous bone regeneration can be observed even though normal bone graft procedures have not been applied.

석영의 파동소광 강도를 이용한 암석 변형의 정량화 (Quantification of rock deformation using wavy extinction of quartz grain)

  • 정원석;나기창;정상원
    • 암석학회지
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    • 제11권2호
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    • pp.65-73
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    • 2002
  • 석영의 파동소광은 암석의 변형정도를 나타낼 수 있는 좋은 지표로서 사용할 수 있다. 암석의 변형도를 결정하기 위해 석영의 파동소광 강도(IWE: Intensity of Wavy Extinction)를 편광현미경, 디지털 카메라, NIH Image(또는 Scion Image)로 측정하였다. 파동소광이 나타나는 석영입자의 한 부분이 편광현미경 상에서 최대 소광이 될 때 IWE를 측정하며, 이때 나타나는 파동소광이 나타나는 아입자경계에 수직방향으로 측정을 시도했다. 본 연구에 사용된 NIH Image는 파동소광을 보여주는 각 부분의 광도를 256단계의 흑백 농담변화로 나타낼 수 있다. 이를 이용하여 측정 길이에 대한 농담변화로 IWE를 구하였다. 이렇게 획득한 IWE를 $5^{\circ}$ 단위로 묶어 돗수분포표로 처리하였으며. 자료의 분포특성상 히스토그램의 최빈값과 중간값 사이의 중간값을 그 암석의 대표 IWE로 정의하고, 이를 다시 5단계의 변형대(무변형, 저변형, 중변형, 고변형, 최고변형)와 변형 지수(Dl, D2, D3, D4, D5)로 묶었다. 이 측정방법을 이용하여 경남 언양지역의 언양화강암과 양산단층과의 상관관계를 분석한 결과, 양산단층에서 멀어질수록 변형도가 낮아지는 결과를 얻었다.