• Title/Summary/Keyword: Fusion Mechanism

Search Result 272, Processing Time 0.025 seconds

Real-Time Instance Segmentation Method Based on Location Attention

  • Li Liu;Yuqi Kong
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • v.18 no.9
    • /
    • pp.2483-2494
    • /
    • 2024
  • Instance segmentation is a challenging research in the field of computer vision, which combines the prediction results of object detection and semantic segmentation to provide richer image feature information. Focusing on the instance segmentation in the street scene, the real-time instance segmentation method based on SOLOv2 is proposed in this paper. First, a cross-stage fusion backbone network based on position attention is designed to increase the model accuracy and reduce the computational effort. Then, the loss of shallow location information is decreased by integrating two-way feature pyramid networks. Meanwhile, cross-stage mask feature fusion is designed to resolve the small objects missed segmentation. Finally, the adaptive minimum loss matching method is proposed to decrease the loss of segmentation accuracy due to object occlusion in the image. Compared with other mainstream methods, our method meets the real-time segmentation requirements and achieves competitive performance in segmentation accuracy.

A Mechanism of AMOC Decadal Variability in the HadGEM2-AO (HadGEM2-AO 모델이 모의한 AMOC 수십 년 변동 메커니즘)

  • Wie, Jieun;Kim, Ki-Young;Lee, Johan;Boo, Kyung-on;Cho, Chunho;Kim, Chulhee;Moon, Byung-kwon
    • Journal of the Korean earth science society
    • /
    • v.36 no.3
    • /
    • pp.199-209
    • /
    • 2015
  • The Atlantic meridional overturning circulation (AMOC), driven by high density water sinking around Greenland serves as a global climate regulator, because it transports heat and materials in the climate system. We analyzed the mechanism of AMOC on a decadal time scale simulated with the HadGEM2-AO model. The lead-lag regression analysis with AMOC index shows that the decadal variability of the thermohaline circulation in the Atlantic Ocean can be considered as a self-sustained variability. This means that the long-term change of AMOC is related to the instability which is originated from the phase difference between the meridional temperature gradient and the ocean circulation. When the overturning circulation becomes stronger, the heat moves northward and decreases the horizontal temperature-dominated density gradients. Subsequently, this leads to weakening of the circulation, which in turn generates the anomalous cooling at high latitudes and, thereby strengthening the AMOC. In this mechanism, the density anomalies at high latitudes are controlled by the thermal advection from low latitudes, meaning that the variation of the AMOC is thermally driven and not salinity driven.

Expression of Membrane Fusion Related Genes in Mouse Ovary (마우스 난소에서 막융합 관련 유전자의 발현)

  • Jung, Bok-Hae;Sung, Hyun-Ho;Park, Chang-Eun
    • Korean Journal of Clinical Laboratory Science
    • /
    • v.48 no.1
    • /
    • pp.8-14
    • /
    • 2016
  • Granulosa cells surround the oocyte within the ovarian follicle and play an essential role in creating conditions required for oocyte as well as follicular development. The current study was conducted to examine the gene expression profile of mouse ovaries during the primordial to primary follicle transition process. Total RNAs from mouse ovaries on day 5 and day 12 were synthesized cDNA using annealing control primers. The DEGs were cloned and their identities were analyzed by BLAST search. The Plekha5 and Anxa11 were highly expressed in primary follicle stage. By contrast, their expression was increased in granulosa cells at the primary follicle stage. We have successfully discovered a list of genes expressed in day 5 and day 12 ovaries and confirmed that some of them are differentially expressed in PMF and/or PRI. This is a spatial-temporal regulatory mechanism on the ovarian folliculogenesis through membrane fusion. The gene expression profile from the current study would provide insight for future study on the mechanism(s) involved in primordial-primary follicular transition. This will provide information for identification of the mechanism of ovarian dysfunction.

A STUDY ON THE FORMATION OF IMPERFECTIONS IN CW $CO_2$ LASER WELD OF DIAMOND SAW BLADE

  • Minhyo Shin;Lee, Changhee;Kim, Taiwoung;Park, Heedong
    • Proceedings of the KWS Conference
    • /
    • 2002.10a
    • /
    • pp.639-643
    • /
    • 2002
  • The main purpose of this study was to investigate the formation mechanisms of imperfections such as irregular humps, outer cavity and inner cavity in the laser fusion zone of diamond saw blade. Laser beam welding was conducted to join two parts of blade; mild steel shank and Fe-Co-Ni sintered tip. The variables were beam power and travel speed. The microstructure and elements distributions of specimens were analyzed with SEM, AES, EPMA and so on. It was found that these imperfections were responded to heat input. Irregular humps were reduced in 10.4∼17.6kJ/m heat input range. However there were no clear evidences, which could explain the relations between humps formation and heat input. The number of outer cavity and inner cavity decreased as heat input was increased. Considering both possible defects formations mechanisms, it could be thought that outer cavity was caused by insufficient refill of keyhole, which was from rapid solidification of molten metal and fast molten metal flow to the rear keyhole wall at low heat input. More inner cavities were found near the interface of the fusion zone and sintered segment and in the bottom of the fusion zone. Inner cavity was mainly formed in the upper fusion zone at high heat input whereas was in the bottom at low heat input. Inner cavity was from trapping of coarsened preexist pores in the sintered tip and metal vapor due to rapid solidification of molten metal before the bubbles escaped.

  • PDF

Propofol promotes osteoclastic bone resorption by increasing DC-STAMP expression

  • Kim, Eun-Jung;Kim, Hyung Joon;Baik, Seong Wan;Kim, Kyung-Hoon;Ryu, Sie Jeong;Kim, Cheul-Hong;Shin, Sang-Wook
    • Journal of Dental Anesthesia and Pain Medicine
    • /
    • v.18 no.6
    • /
    • pp.349-359
    • /
    • 2018
  • Background: Propofol is an intravenous anesthetic which has antioxidant effects due to its similarity in molecular structure to ${\alpha}$-tocopherol. It has been reported that ${\alpha}$-tocopherol increases osteoclast fusion and bone resorption. Here, we investigated the effects of propofol on signaling pathways of osteoclastogenic gene expression, as well as osteoclastogenesis and bone resorption using bone marrow-derived macrophages (BMMs). Methods: BMMs were cultured with macrophage colony-stimulating factor (M-CSF) alone or M-CSF plus receptor activator of nuclear factor kappa B ligand (RANKL) in the presence of propofol ($0-50{\mu}M$) for 4 days. Mature osteoclasts were stained for tartrate-resistant acid phosphatase (TRAP) and the numbers of TRAP-positive multinucleated osteoclasts were counted. To examine the resorption activities of osteoclasts, a bone resorption assay was performed. To identify the mechanism of action of propofol on the formation of multinucleated osteoclasts, we focused on dendritic cell-specific transmembrane protein (DC-STAMP), a protein essential for pre-osteoclastic cell fusion. Results: Propofol increased the formation of TRAP-positive multinucleated osteoclasts. In addition, the bone resorption assay revealed that propofol increased the bone resorption area on dentin discs. The mRNA expression of DC-STAMP was upregulated most strongly in the presence of both RANKL and propofol. However, SB203580, a p38 inhibitor, significantly suppressed the propofol/RANKL-induced increase in mRNA expression of DC-STAMP. Conclusion: We have demonstrated that propofol enhances osteoclast differentiation and maturation, and subsequently increases bone resorption. Additionally, we identified the regulatory pathway underlying osteoclast cell-cell fusion, which was enhanced by propofol through p38-mediated DC-STAMP expression.

A Study on the Formation of Imperfections in CW $CO_2$Laser Weld of Diamond Saw Blade

  • Shin, M.;Lee, C.;Kim, T.;Park, H.
    • International Journal of Korean Welding Society
    • /
    • v.2 no.1
    • /
    • pp.21-24
    • /
    • 2002
  • The main purpose of this study was to investigate the formation mechanisms of imperfections such as irregular humps, outer cavity and inner cavity in the laser fusion zone of diamond saw blade. Laser beam welding was conducted to join two parts of blade; mild steel shank and Fe-Co-Ni sintered tip. The variables were beam power and travel speed. The microstructure and elements distributions of specimens were analyzed with SEM, AES, EPMA and so on. It was found that these imperfections were responded to heat input. Irregular humps were reduced in 10.4∼l7.6kJ/m heat input range. However there were no clear evidences, which could explain the relations between humps formation and heat input. The number of outer cavity and inner cavity decreased as heat input was increased. Considering both possible defects formations mechanisms, it could be thought that outer cavity was caused by insufficient refill of keyhole, which was from rapid solidification of molten metal and fast molten metal flow to the rear keyhole wall at low heat input. More inner cavities were found near the interface of the fusion zone and sintered segment and in the bottom of the fusion zone. Inner cavity was mainly formed in the upper fusion zone at high heat input whereas was in the bottom at low heat input. Inner cavity was from trapping of coarsened preexist pores in the sintered tip and metal vapor due to rapid solidification of molten metal before the bubbles escaped.

  • PDF

Semantic Segmentation of Agricultural Crop Multispectral Image Using Feature Fusion (특징 융합을 이용한 농작물 다중 분광 이미지의 의미론적 분할)

  • Jun-Ryeol Moon;Sung-Jun Park;Joong-Hwan Baek
    • Journal of Advanced Navigation Technology
    • /
    • v.28 no.2
    • /
    • pp.238-245
    • /
    • 2024
  • In this paper, we propose a framework for improving the performance of semantic segmentation of agricultural multispectral image using feature fusion techniques. Most of the semantic segmentation models being studied in the field of smart farms are trained on RGB images and focus on increasing the depth and complexity of the model to improve performance. In this study, we go beyond the conventional approach and optimize and design a model with multispectral and attention mechanisms. The proposed method fuses features from multiple channels collected from a UAV along with a single RGB image to increase feature extraction performance and recognize complementary features to increase the learning effect. We study the model structure to focus on feature fusion and compare its performance with other models by experimenting with favorable channels and combinations for crop images. The experimental results show that the model combining RGB and NDVI performs better than combinations with other channels.

Effects of Total Sleep Deprivation on Visual Discrimination (전수면박탈이 시각변별력에 미치는 영향)

  • Lee, Heon-Jeong;Yang, Jae-Won;Lee, Bun-Hee;Ham, Byung-Joo;Suh, Kwang-Yoon;Kim, Leen
    • Sleep Medicine and Psychophysiology
    • /
    • v.9 no.2
    • /
    • pp.122-126
    • /
    • 2002
  • Objectives: The purpose of this study is to investigate the effects of the 37-hour sleep deprivation on visual discrimination using the Cybernetic Flicker Fusion Analyzer (FLIMK) and to see the correlation between this finding and various subjective scale scores. Methods: Twenty six subjects (20 men 6 women, $24.50{\pm}1.45$ years of age) participated in this study. Subjects remained awake for 37 hours under continuous surveillance. In the morning and evening of two study days, the FLIMK and the self-reporting scale of sleepiness, fatigue, anxiety and mood states were instituted. Results: In FLIMK, the flicker fusion threshold was significantly decreased after sleep deprivation (F=7.66, p=0.01). The number of trials (responses) before reaching fusion frequency threshold was significantly increased after sleep deprivation (F=13.16, p=0.001). The reduction of fusion frequency was correlated with the increase of sleepiness and fatigue (p<0.05), and the number of the trials was correlated with the scores of negative mood, anxiety, and fatigue (p<0.05). Conclusions: These results suggest that 37 hour total sleep deprivation cause the decrement in visual discrimination. The decrease of the fusion frequency after sleep deprivation was correlated with sleepiness and fatigue. Further study is needed to enlighten the biological mechanism of the decrement in visual function after sleep deprivation.

  • PDF

Phosphorylation of Transcriptional Factor by Mitogen-activated Protein (MAP) Kinase Purified from Nucleus (핵 내에서 분리한 Mitogen-Activated Protein (MAP) Kinase의 Transcription Factor에 대한 인산화)

  • 김윤석;김소영;김태우
    • Biomedical Science Letters
    • /
    • v.2 no.2
    • /
    • pp.175-185
    • /
    • 1996
  • The mitogen-activated protein(MAP) kinase signal transduction pathway represents an important mechanism by which mitogen, such as serum and PMA, regulate cell proliferation and differentiation. Target substrates of the MAP kinase are located within several compartments containing plasma membranes and nucleus. We now report that serum addition induces proliferation of the P388 murine leukemia cell, but PMA does not, while both serum and PMA treatment cause translocation of the MAP kinase, mainly p42$^{mapk}$ isoform, from cytosol into the nucleus, which was monitored by immunoblot analysis using polyclonal anti-ERK1 antibodies. We investigated whether the MAP kinase was capable of phosphorylating c-Jun protein and GST-fusion proteins, the P562$^{kk}$N-terminal peptides (1-77 or 1-123 domain) of the T cell tyrosine kinase, using the partially purified MAP kinase by SP-sephadex C-50, phenyl superose and Mono Q column chromatography. We found that the partially purified MAP kinase was able to phosphorylate c-Jun protein and the GST-fusion protein expressed using E.coli DH5$\alpha$ which is transformed with pGEX-3Xb plasmid vector carrying of p562$^{kk}$N-terminal peptide-encoding DNA. These results imply that tyrosine kinase receptor/Ras/Raf/MAP kinase pathway is a major mechanism for mitogen-induced cell proliferation in P388 murine leukemia cell and that the various MAP kinase isoforms may have their own target substrates located in distinct subcellular compartments.

  • PDF

Efficient Aggregation and Routing Algorithm using Local ID in Multi-hop Cluster Sensor Network (다중 홉 클러스터 센서 네트워크에서 속성 기반 ID를 이용한 효율적인 융합과 라우팅 알고리즘)

  • 이보형;이태진
    • Proceedings of the IEEK Conference
    • /
    • 2003.11c
    • /
    • pp.135-139
    • /
    • 2003
  • Sensor networks consist of sensor nodes with small-size, low-cost, low-power, and multi-functions to sense, to process and to communicate. Minimizing power consumption of sensors is an important issue in sensor networks due to limited power in sensor networks. Clustering is an efficient way to reduce data flow in sensor networks and to maintain less routing information. In this paper, we propose a multi-hop clustering mechanism using global and local ID to reduce transmission power consumption and an efficient routing method for improved data fusion and transmission.

  • PDF