• Title/Summary/Keyword: labeling efficiency

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Selective labeling using image super resolution for improving the efficiency of object detection in low-resolution oriental paintings

  • Moon, Hyeyoung;Kim, Namgyu
    • Journal of the Korea Society of Computer and Information
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    • v.27 no.9
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    • pp.21-32
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    • 2022
  • Image labeling must be preceded in order to perform object detection, and this task is considered a significant burden in building a deep learning model. Tens of thousands of images need to be trained for building a deep learning model, and human labelers have many limitations in labeling these images manually. In order to overcome these difficulties, this study proposes a method to perform object detection without significant performance degradation, even though labeling some images rather than the entire image. Specifically, in this study, low-resolution oriental painting images are converted into high-quality images using a super-resolution algorithm, and the effect of SSIM and PSNR derived in this process on the mAP of object detection is analyzed. We expect that the results of this study can contribute significantly to constructing deep learning models such as image classification, object detection, and image segmentation that require efficient image labeling.

$Site-Specific^{99m}$Tc-Labeling of Antibody Using Dihydrazinoph-thalazine (DHZ) Conjugation to Fc Region of Heavy Chain

  • Jeong, Jae-Min;Lee, Jae-Tae;Paik, Chang-Hum;Kim, Dae-Kee;Lee, Dong-Soo;Chung, June-Key;Lee, Myung-Chul
    • Archives of Pharmacal Research
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    • v.27 no.9
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    • pp.961-967
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    • 2004
  • The development of an antibody labeling method with $^{99m}$Tc is important for cancer imaging. Most bifunctional chelate methods for $^{99m}$Tc labeling of antibody incorporate a $^{99m}$Tc chelator through a linkage to lysine residue. In the present study, a novel site-specific $^{99m}$Tc labeling method at carbohydrate side chain in the Fc region of 2 antibodies (T101 and rabbit anti-human serum albumin antibody (RPAb)) using dihydrazinophthalazine (DHZ) which has 2 hydrazino groups was developed. The antibodies were oxidized with sodium periodate to pro-duce aldehyde on the Fc region. Then, one hydrazine group of DHZ was conjugated with an aldehyde group of antibody through the formation of a hydrazone. The other hydrazine group was used for labeling with $^{99m}$Tc. The number of conjugated DHZ was 1.7 per antibody. $^{99m}$Tc labeling efficiency was 46-85% for T101 and 67∼87% for RPAb. Indirect labeling with DHZ conjugated antibodies showed higher stability than direct labeling with reduced antibodies. High immunoreactivities were conserved for both indirectly and directly labeled antibodies. A biodistribution study found high blood activity related to directly labeled T1 01 at early time point as well as low liver activity due to indirectly labeled T101 at later time point. However, these findings do not affect practical use. No significantly different biodistribution was observed in the other organs. The research concluded that DHZ can be used as a site-specific bifunctional chelating agent for labeling antibody with $^{99m}$Tc. Moreover, $^{99m}$Tc labeled antibody via DHZ was found to have excellent chemical and biological properties for nuclear medicine imaging.edicine imaging.

The Evaluation of Factors Which Influence Binding Efficiency of Modified in Vivo Erythrocyte Labeling Technique (변형 체내 표지법에 의한 적혈구 표지시 결합효율에 영향을 미치는 인자 평가)

  • Seo, Han-Kyung;Kim, Min-Woo;Lim, Seok-Tae;Sohn, Myung-Hee
    • The Korean Journal of Nuclear Medicine
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    • v.38 no.4
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    • pp.300-305
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    • 2004
  • Purpose: We underwent this study to evaluate the factors which influence labeling efficiency when modified in vivo erythrocyte labeling technique was used. Materials and methods: Thirty healthy volunteers (M:F=19:11, age:$25{\pm}2$ yrs) were enrolled in this study. Totally, two hundred ten samples were obtained from them. The 1 mg of stannous pyrophosphate was injected intravenously at the beginning of labeling. After suitable tinning time (5 min, 20 min, 35 min) passed by, blood (5 mL, 3 mL or 1 mL) was withdrawn into 10 mL syringe previously containing Tc-99m (740 MBq) and anticoagulant (heparin, ACD or CPDA) through 19-gauged scalp needle. The generator ingrowth time of Tc-99m was within 24 hrs in each case. The blood samples were placed on rotating invertor during incubation (10 min, 25 min, 40 min) but some of them were not. Immediately after the conclusion of incubation, the labeled blood specimens to analyze were centrifuged. and then %Unbound Tc-99m was calculated. Statical analysis was used paired T-test and one way ANOVA with SPSS 10.0. Results: The binding efficiency at 1 mL of blood volume was $73{\pm}32%,\;91{\pm}10%$ at 3 mL and $96{\pm}7%$ at 5 mL (p<0.01). The binding efficiency at 5 min of tinning time was $45{\pm}23%,\;98{\pm}6%$, at 20 min and $97{\pm}8%$ at 35 min (p<0.001). The binding efficiency at 10 min of incubation time was $96{\pm}7%,\;95{\pm}12%$ at 25 min and $98{\pm}3%$ at 40 min (p>0.05). The binding efficiency in case of using rotating invertor was $96{\pm}7%$ and the binding efficiency in case of not using it was $87{\pm}18%$ (p>0.05). There was no significant difference between them. In binding efficiency according to kinds of anticoagulants, ACD was $98{\pm}4%$, CPDA was $97{\pm}6%$ and heparin was $89{\pm}20%$ (p<0.001). Conclusion: When modified in vivo erythrocyte labeling technique is used with Tc-99m, the methods to obtain the highest labeling efficiency are as follow. The withdrawing blood volume should be over 3 mL, tinning time should be kept between 20 min and 35 min, and incubation time should be kept between 10 min and 40 min. ACD or CPDA have to be used as a anticoagulant except heparin and the blood samples should be placed on rotating invertor during incubation.

Practical Considerations of Arterial Spin Labeling MRI for Measuring the Multi-slice Perfusion in the Human Brain (스핀 라벨링 자기공명영상을 이용한 사람 뇌에서의 뇌 관류영상의 현실적 문제점을 향상 시키는 방법 연구)

  • Jahng, Geon-Ho
    • Progress in Medical Physics
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    • v.18 no.1
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    • pp.35-41
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    • 2007
  • In this work practical considerations of a pulsed arterial spin labeling MRI are presented to reliable multi-slice perfusion measurements In the human brain. Three parameters were considered in this study. First, In order to improve slice profile and Inversion efficiency of a labeling pulse a high power Inversion pulse of adiabatic hyperbolic secant was designed. A $900^{\circ}$ rotation of the flip angle was provided to make a good slice profile and excellent Inversion efficiency. Second, to minimize contributions of a residual magnetization be4ween Interleaved scans of control and labeling we tested three different conditions which were applied 1) only saturation pulses, 2) only spotter gradients, and 3) combinations of saturation pulses and spotter gradients Applications of bo4h saturation pulses and spoiler gradients minimized the residual magnetization. Finally, to find a minimum gap between a tagged plane and an imaging plane we tested signal changes of the subtracted image between control and labeled Images with varying the gap. The optimum gap was about 20mm. In conclusion, In order to obtain high quality of perfusion Images In human brain It Is Important to use optimum parameters. Before routinely using In clinical studios, we recommend to make optimizations of sequence parameters.

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A Prime Number Labeling Based on Tree Decomposition for Dynamic XML Data Management (동적 XML 데이터 관리를 위한 트리 분해 기반의 소수 레이블링 기법)

  • Byun, Chang-Woo
    • Journal of the Korea Society of Computer and Information
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    • v.16 no.4
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    • pp.169-177
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    • 2011
  • As demand for efficiency in handling dynamic XML data grows, new dynamic XML labeling schemes have been researched. The key idea of the dynamic XML labeling scheme is to find ancestor-descendent-sibling relationships and to minimize memory space to store total label, response time and range of relabeling incurred by update operations. The prime number labeling scheme is a representative scheme which supports dynamic XML documents. It determines the ancestor-descendant relationships between two elements by a simple divisibility test of labels. When a new element is inserted into the XML data using this scheme, it does not change the label values of existing nodes. However, since each prime number must be used exclusively, labels can become significantly large. Therefore, in this paper, we introduce a novel technique to effectively reduce the problem of label overflow. The suggested idea is based on tree decomposition. When label overflow occurs, the full tree is divided into several sub-trees, and nodes in each sub-tree are separately labeled. Through experiments, we show the effectiveness of our scheme.

A Simple Carbamidomethylation-Based Isotope Labeling Method for Quantitative Shotgun Proteomics

  • Oh, Donggeun;Lee, Sun Young;Kwon, Meehyang;Kim, Sook-Kyung;Moon, Myeong Hee;Kang, Dukjin
    • Mass Spectrometry Letters
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    • v.5 no.3
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    • pp.63-69
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    • 2014
  • In this study, we present a new isotope-coded carbamidomethylation (iCCM)-based quantitative proteomics, as a complementary strategy for conventional isotope labeling strategies, with providing the simplicity, ease of use, and robustness. In iCCM-based quantification, two proteome samples can be separately isotope-labeled by means of covalently reaction of all cysteinyl residues in proteins with iodoacetamide (IAA) and its isotope (IAA-$^{13}C_2$, $D_2$), denoted as CM and iCCM, respectively, leading to a mass shift of all cysteinyl residues to be + 4 Da. To evaluate iCCM-based isotope labeling in proteomic quantification, 6 protein standards (i.e., bovine serum albumin, serotransferrin, lysozyme, beta-lactoglobulin, beta-galactosidase, and alpha-lactalbumin) isotopically labeled with IAA and its isotope, mixed equally, and followed by proteolytic digestion. The resulting CM-/iCCM-labeled peptide mixtures were analyzed using a nLC-ESI-FT orbitrap-MS/MS. From our experimental results, we found that the efficiency of iCCM-based quantification is more superior to that of mTRAQ, as a conventional nonisobaric labeling method, in which both of a number of identified peptides from 6 protein standards and the less quantitative variations in the relative abundance ratios of heavy-/light-labeled corresponding peptide pairs. Finally, we applied the developed iCCM-based quantitative method to lung cancer serum proteome in order to evaluate the potential in biomarker discovery study.

Lymphatic Delivery of $^{99m}Tc$-labeled Dextran Acetate Particles Including Cyclosporine A

  • Kim, Jin;Chung, Kyong-Hwan;Lee, Chang-Moon;Seo, Young-Soon;Song, Ho-Chun;Lee, Ki-Young
    • Journal of Microbiology and Biotechnology
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    • v.18 no.9
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    • pp.1599-1605
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    • 2008
  • Biodistribution and lymphoscintigraphy of cyclosporine A (CyA) and technetium-99m ($^{99m}Tc$) were studied using ${^99m}Tc$-labeled dextran acetate (DxA) including CyA. DxA particles were prepared from dextran with acetic anhydride, and CyA was loaded into them. Lymphatic delivery of ${^99m}Tc$-labeled DxA particles containing CyA was evaluated after subcutaneous injection into the foot pad of rats and compared with those of ${^99m}Tc$-labeled human serum albumin (HSA). The labeling efficiency of CyA-loaded ${^99m}Tc$-DxA particles was about 95% at 30 min. The labeling efficiency maintained stably above 80% for 12 h. The percent injected dose (%ID) of CyA-loaded ${^99m}Tc$-DxA was similar to that of ${^99m}Tc$-HSA at the inguinal lymph node after 40 min. The CyA-loaded ${^99m}Tc$-DxA could be as well distributed as ${^99m}Tc$-HSA through the lymph node. The DxA particles could steadily distribute the CyA as well as the ${^99m}Tc$ radiolabeling through the lymph node.

A Labeling Scheme for Efficient On-the-fly Detection of Race Conditions in Parallel Programs (병렬프로그램의 경합조건을 수행 중에 효율적으로 탐지하기 위한 레이블링 기법)

  • Park, So-Hee;Woo, Jong-Jung;Bae, Jong-Min;Jun, Yong-Kee
    • The KIPS Transactions:PartA
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    • v.9A no.4
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    • pp.525-534
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    • 2002
  • Race conditions, races in short, need to be detected for debugging parallel programs, because the races result in unintended non-deterministic executions. To detect the races in an execution of program, previous techniques use a centralized data structure which may incur serious bottleneck in generating concurrency information, or show inefficient time complexity which depends on the degree of nested parallelism in comparing any two of them. We propose a new labeling scheme in this paper, which is scalable in generating the concurrency information without bottleneck by using private data structure, and improves time complexity into constant in checking concurrency. The scalability and time efficiency therfore makes on-the-fly race detection efficient not only for programs with either shared-memory or message-passing, but also for programs with mixed model of the two.

Efficient Labeling of Porcine Hematopoietic Cells by Fluorescence-Conjugated Nanoparticles

  • Lee, Hyun-Joo;Park, Eun-Ji;Lee, Yong-Soo;Park, Sung-Won;Kim, Jae-Hwan;Kim, Dong-Ku
    • Reproductive and Developmental Biology
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    • v.34 no.3
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    • pp.175-180
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    • 2010
  • Nanotechnology is currently receiving considerable attention in various fields of biotechnology. The uptake of nanoparticles by cells for labeling and tracking is a critical process for many biomedical therapeutic applications. However, nanoparticle labeling of porcine hematopoietic cells has not been demonstrated so far. In the present study, silica-coated nanoparticles conjugated with rhodamine B isothiocyanate (SR-RITC) were used to investigate the uptake of nanoparticles by porcine hematopoietic cells. Flow cytometric and confocal microscopic analyses reveled that the cells were efficiently internalized by the silica-coated nanoparticles. Furthermore, biocompatibility tests demonstrated that the SR nanoparticles were not cytotoxic, and they had no impact on proliferation. Our study demonstrates that silica-coated nanoparticles are taken up very rapidly and with high efficiency into porcine hematopoietic cells, with no apparent deleterious effects. Therefore, silica-coated nanoparticles appear to be a promising tool for tracking porcine hematopoietic cells.

An implementation of the automatic labeling rolling-coil using robot vision system (로봇 시각 장치를 이용한 압연코일의 라벨링 자동화 구현)

  • Lee, Yong-Joong;Lee, Yang-Bum
    • Journal of Institute of Control, Robotics and Systems
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    • v.3 no.5
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    • pp.497-502
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    • 1997
  • In this study an automatic rolling-coil labeling system using robot vision system and peripheral mechanism is proposed and implemented, which instead of the manual labor to attach labels Rolling-coils in a steel mill. The binary image process for the image processing is performed with the threshold, and the contour line is converted to the binary gradient which detects the discontinuous variation of brightness of rolling-coils. The moments invariant algorithm proposed by Hu is used to make it easy to recognize even when the position of the center are different from the trained data. The position error compensation algorithm of six degrees of freedom industrial robot manipulator is also developed and the data of the position of the center rolling-coils, which is obtained by floor mount camera, are transferred by asynchronous communication method. Therefore, even if the position of center is changed, robot moves to the position of center and performs the labeling work successfully. Therefore, this system can be improved the safety and efficiency.

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