• 제목/요약/키워드: the information poor

검색결과 1,945건 처리시간 0.028초

Attention-based for Multiscale Fusion Underwater Image Enhancement

  • Huang, Zhixiong;Li, Jinjiang;Hua, Zhen
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제16권2호
    • /
    • pp.544-564
    • /
    • 2022
  • Underwater images often suffer from color distortion, blurring and low contrast, which is caused by the propagation of light in the underwater environment being affected by the two processes: absorption and scattering. To cope with the poor quality of underwater images, this paper proposes a multiscale fusion underwater image enhancement method based on channel attention mechanism and local binary pattern (LBP). The network consists of three modules: feature aggregation, image reconstruction and LBP enhancement. The feature aggregation module aggregates feature information at different scales of the image, and the image reconstruction module restores the output features to high-quality underwater images. The network also introduces channel attention mechanism to make the network pay more attention to the channels containing important information. The detail information is protected by real-time superposition with feature information. Experimental results demonstrate that the method in this paper produces results with correct colors and complete details, and outperforms existing methods in quantitative metrics.

A study on the factors and the source of information in PC purchase

  • Rho, Hyung-Jin;Han, Sang-Do
    • 한국컴퓨터정보학회논문지
    • /
    • 제5권3호
    • /
    • pp.208-214
    • /
    • 2000
  • This paper presents a direction that can help PC sales manager establish more effective marketing strategy by understanding how they get information on the products and what they consider most when the consumers purchase personal Computer. The survey was conducted on the two groups of OSAN College students classified according to their computer handling skill. Frequency analysis has shown that consumers largely got information on the products through word of mouth of friends or family members rather than mass media advertisement. And factor analysis has shown that consumers consider the qualify of after service has brand name most when they buy PC. Particularly, the consumers who are good at dealing with PC are more concerned with the quality of after service, brand name, salesman's kindness and delivery-installation than the ones having poor PC skills are. This survey results indicate that PC sales managers need to set up different marketing strategies in accordance with the consumer's PC utilizing capability.

  • PDF

Deposition of ZnO Films for FBAR Device Fabrication

  • Song Hae-il;Mai Linh;Yim Munhyuk;Yoon Giwan
    • Journal of information and communication convergence engineering
    • /
    • 제3권3호
    • /
    • pp.131-136
    • /
    • 2005
  • The effects of the deposition temperature on the growth characteristics of the ZnO films were studied for film bulk acoustic wave resonator (FBAR) device applications. All films were deposited using a radio frequency (RF) magnetron sputtering technique. It was found that the growth characteristics of the ZnO films have a strong dependence on the deposition temperature from 25 to $350^{\circ}C$. The ZnO films deposited below $200^{\circ}C$ exhibited reasonably good columnar grain structures with a highly preferred c-axis orientation while those above 200°C showed very poor columnar grain structures with a mixed-axis orientation. This study seems very useful for the future FBAR device applications.

Enhanced Distance Dynamics Model for Community Detection via Ego-Leader

  • Cai, LiJun;Zhang, Jing;Chen, Lei;He, TingQin
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제12권5호
    • /
    • pp.2142-2161
    • /
    • 2018
  • Distance dynamics model is an excellent model for uncovering the community structure of a complex network. However, the model has poor robustness. To improve the robustness, we design an enhanced distance dynamics model based on Ego-Leader and propose a corresponding community detection algorithm, called E-Attractor. The main contributions of E-Attractor are as follows. First, to get rid of sensitive parameter ${\lambda}$, Ego-Leader is introduced into the distance dynamics model to determine the influence of an exclusive neighbor on the distance. Second, based on top-k Ego-Leader, we design an enhanced distance dynamics model. In contrast to the traditional model, enhanced model has better robustness for all networks. Extensive experiments show that E-Attractor has good performance relative to several state-of-the-art algorithms.

One-dimensional CNN Model of Network Traffic Classification based on Transfer Learning

  • Lingyun Yang;Yuning Dong;Zaijian Wang;Feifei Gao
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제18권2호
    • /
    • pp.420-437
    • /
    • 2024
  • There are some problems in network traffic classification (NTC), such as complicated statistical features and insufficient training samples, which may cause poor classification effect. A NTC architecture based on one-dimensional Convolutional Neural Network (CNN) and transfer learning is proposed to tackle these problems and improve the fine-grained classification performance. The key points of the proposed architecture include: (1) Model classification--by extracting normalized rate feature set from original data, plus existing statistical features to optimize the CNN NTC model. (2) To apply transfer learning in the classification to improve NTC performance. We collect two typical network flows data from Youku and YouTube, and verify the proposed method through extensive experiments. The results show that compared with existing methods, our method could improve the classification accuracy by around 3-5%for Youku, and by about 7 to 27% for YouTube.

Improved Socio-Economic Status of a Community Population Following Schistosomiasis and Intestinal Worm Control Interventions on Kome Island, North-Western Tanzania

  • Mwanga, Joseph R.;Kaatano, Godfrey M.;Siza, Julius E.;Chang, Su Young;Ko, Yunsuk;Kullaya, Cyril M.;Nsabo, Jackson;Eom, Keeseon S.;Yong, Tai-Soon;Chai, Jong-Yil;Min, Duk-Young;Rim, Han-Jong;Changalucha, John M.
    • Parasites, Hosts and Diseases
    • /
    • 제53권5호
    • /
    • pp.553-559
    • /
    • 2015
  • Research on micro-level assessment of the changes of socio-economic status following health interventions is very scarce. The use of household asset data to determine wealth indices is a common procedure for estimating socio-economic position in resource poor settings. In such settings information about income is usually lacking, and the collection of individual consumption or expenditure data would require in-depth interviews, posing a considerable risk of bias. In this study, we determined the socio-economic status of 213 households in a community population in an island in the north-western Tanzania before and 3 year after implementation of a participatory hygiene and sanitation transformation (PHAST) intervention to control schistosomiasis and intestinal worm infections. We constructed a household 'wealth index' based housing construction features (e.g., type of roof, walls, and floor) and durable assets ownership (e.g., bicycle, radio, etc.). We employed principal components analysis and classified households into wealth quintiles. The study revealed that asset variables with positive factor scores were associated with higher socio-economic status, whereas asset variables with negative factor scores were associated with lower socio-economic status. Overall, households which were rated as the poorest and very poor were on the decrease, whereas those rated as poor, less poor, and the least poor were on the increase after PHAST intervention. This decrease/increase was significant. The median shifted from -0.4376677 to 0.5001073, and the mean from -0.2605787 (SD; 2.005688) to 0.2605787 (SD; 1.831199). The difference in socio-economic status of the people between the 2 phases was highly statistically significant (P<0.001). We argue that finding of this study should be treated with caution as there were other interventions to control schistosomiasis and intestinal worm infections which were running concurrently on Kome Island apart from PHAST intervention.

토사터널에서의 각부보강공법 적용성 연구 (A Case Study on Elephant Foot Method for Tunnelling in the Soft Ground)

  • 박치면;이호;박재훈;윤창기;황제돈
    • 한국지반공학회:학술대회논문집
    • /
    • 한국지반공학회 2009년도 세계 도시지반공학 심포지엄
    • /
    • pp.863-874
    • /
    • 2009
  • The engineering characteristics and the reinforcement effect of the elephant foot method were discussed with parametric study. The elephant foot method is adopted to support the loads transferred from tunnel crown and improve bearing capacity of elephant foot in poor ground condition. The evaluation of reinforcement effect, which has the mechanical relationship between ground condition, footing size and reinforcement system, was carried out through the previous research and numerical analysis. In addition, the simple design chart was proposed to estimate the applicability of the elephant foot reinforcement method. It will be practical for the engineer to determine the optimum reinforcement method for safe tunnelling in soft ground condition.

  • PDF

TICN 백본망 성능향상을 위한 CCN 적용 캐싱전략 (Caching Strategies of Content-Centric Networking for the Performance of TICN Backbone)

  • 박흥순;권태욱
    • 한국군사과학기술학회지
    • /
    • 제17권5호
    • /
    • pp.637-642
    • /
    • 2014
  • Military communications have limited resources such as poor bandwidth and insufficient link capacity. Numerous hosts in conventional IP networks, including the Tactical Information Communication Network (TICN), the tactical communication system of the Army, focus heavy traffic on a single server via end-to-end connections and in which data delivery latency is caused by exchanging routing information. Content-Centric Networking (CCN), one framework of Information-Centric Networking (ICN), is a novel Internet paradigm in which data can be accessed by the name of the content instead of the location information. This paper provides content caching strategies for applying CCN to military tactical IP networks based on TICN environment.

Recognition of Object ID marks in FA process from Active Template Model

  • Kang, Dong-Joong;Ahn, In-Mo;Lho, Tae-Jung;An, Hyung-Keun;Yoo, Dong-Hun;Kim, Mun-Jo
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 2003년도 ICCAS
    • /
    • pp.2486-2491
    • /
    • 2003
  • This paper presents a method to segment object ID marks on poor quality images under uncontrolled lighting conditions of FA inspection process. The method is based on multiple templates and normalized gray-level correlation (NGC) method. We propose a multiple template method, called as ATM (Active Template Model) which uses combinational relation of multiple templates from model templates to match and segment several characters of the inspection images. Conventional Snakes algorithm provides a good methodology to model the functional of ATM. To increase the computation speed to segment the ID mark regions, we introduce the Dynamic Programming based algorithm. Experimental results using images from real FA environment are presented.

  • PDF

Has Retrieval Technology in Vertical Site Search Systems Improved over the Years? A Holistic Evaluation for Real Web Systems

  • Mandl, Thomas;Womser-Hacker, Christa;Gatzke, Natalia
    • Journal of Information Science Theory and Practice
    • /
    • 제3권4호
    • /
    • pp.19-34
    • /
    • 2015
  • Evaluation of retrieval systems is mostly limited to laboratory settings and rarely considers changes of performance over time. This article presents an evaluation of retrieval systems for internal Web site search systems between the years 2006 and 2011. A holistic evaluation methodology for real Web sites was developed which includes tests for functionality, search quality, and user interaction. Among other sites, one set of 20 Web site search systems was evaluated three times in different years and no substantial improvement could be shown. It is surprising that the communication between site and user still leads to very poor results in many cases. Overall, the quality of these search systems could be improved, and several areas for improvement are apparent from our evaluation. For a comparison, Google’s site search function was also tested with the same tasks.