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Automatic Segmentation of Retinal Blood Vessels Based on Improved Multiscale Line Detection

  • Hou, Yanli
    • Journal of Computing Science and Engineering
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    • v.8 no.2
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    • pp.119-128
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    • 2014
  • The appearance of retinal blood vessels is an important diagnostic indicator of serious disease, such as hypertension, diabetes, cardiovascular disease, and stroke. Automatic segmentation of the retinal vasculature is a primary step towards automatic assessment of the retinal blood vessel features. This paper presents an automated method for the enhancement and segmentation of blood vessels in fundus images. To decrease the influence of the optic disk, and emphasize the vessels for each retinal image, a multidirectional morphological top-hat transform with rotating structuring elements is first applied to the background homogenized retinal image. Then, an improved multiscale line detector is presented to produce a vessel response image, and yield the retinal blood vessel tree for each retinal image. Since different line detectors at varying scales have different line responses in the multiscale detector, the line detectors with longer length produce more vessel responses than the ones with shorter length; the improved multiscale detector combines all the responses at different scales by setting different weights for each scale. The methodology is evaluated on two publicly available databases, DRIVE and STARE. Experimental results demonstrate an excellent performance that approximates the average accuracy of a human observer. Moreover, the method is simple, fast, and robust to noise, so it is suitable for being integrated into a computer-assisted diagnostic system for ophthalmic disorders.

An Efficient Recovery Management Scheme for NAND Flash Memory-based B+tree (NAND 플래시 메모리 기반 B+트리를 위한 효율적인 고장회복 관리기법)

  • Lee, Hyun-Seob;Kim, Bo-Kyeong;Lee, Dong-Ho
    • Proceedings of the Korean Information Science Society Conference
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    • 2011.06c
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    • pp.88-91
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    • 2011
  • NAND 플래시 메모리는 저전력과 빠른 접근 속도의 특징 때문에 차세대 저장장치로 주목 받고 있다. 특히 플래시 메모리로 만들어진 SSD(solid state disk)는 인터페이스가 기존의 하드디스크와 동일하고 대용량화 되고 있기 때문에 가까운 미래에 다양한 저장시스템의 저장장치로 사용될 것으로 예상된다. 그러나 NAND 플래시메모리 기반 저장장치는 쓰기 전 소거 구조와 같은 독특한 하드웨어 특징을 가지고 있기 때문에 특정 지역에 반복적인 쓰기 요청을 발생하는 B트리를 구축하는 것은 심각한 성능저하를 야기 할 것이다. 이러한 문제를 해결하기 위해 버퍼를 이용하여 B트리 구축 성능을 개선한 방법들이 제안되었다. 그러나 이러한 기법들은 갑작스러운 전원 차단 시 버퍼에 유지하고 있던 데이터를 모두 유실하기 때문에 고장회복을 위한 추가적인 방법이 필요하다. 따라서 본 논문에서는 버퍼를 이용한 방법 중 IBSF기법을 기반으로 NAND 플래시 메모리 기반 저장장치에서 고성능의B트리 구축 방법뿐만 아니라 전원 차단시 효율적인 고장회복을 할 수 있는 기법을 제안한다. 본 논문에서 제안하는 기법은 B트리 변경시 변경 된 정보를 로그에 저장하여 관리한다. 또한 루트노드가 변경될 때 검사점(checkpoint)을 수행한다. 마지막으로 다양한 실험을 통하여 본 논문의 고장회복 성능을 보여준다.

An Efficient Compression Method for Multi-dimensional Index Structures (다차원 색인 구조를 위한 효율적인 압축 방법)

  • 조형주;정진완
    • Journal of KIISE:Databases
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    • v.30 no.5
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    • pp.429-437
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    • 2003
  • Over the last decades, improvements in CPU speed have greatly exceeded those in memory and disk speeds by orders of magnitude and this enabled the use of compression techniques to reduce the database size as well as the query cost. Although compression techniques are employed in various database researches, there is little work on compressing multi-dimensional index structures. In this paper, we propose an efficient compression method called the hybrid encoding method (HEM) that is tailored to multi-dimensional indexing structures. The HEM compression significantly reduces the query cost and the size of multi-dimensional index structures. Through mathematical analyses and extensive experiments, we show that the HEM compression outperforms an existing method in terms of the index size and the query cost.

Index Management Method using Page Mapping Log in B+-Tree based on NAND Flash Memory (NAND 플래시 메모리 기반 B+ 트리에서 페이지 매핑 로그를 이용한 색인 관리 기법)

  • Kim, Seon Hwan;Kwak, Jong Wook
    • Journal of the Korea Society of Computer and Information
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    • v.20 no.5
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    • pp.1-12
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    • 2015
  • NAND flash memory has being used for storage systems widely, because it has good features which are low-price, low-power and fast access speed. However, NAND flash memory has an in-place update problem, and therefore it needs FTL(flash translation layer) to run for applications based on hard disk storage. The FTL includes complex functions, such as address mapping, garbage collection, wear leveling and so on. Futhermore, implementation of the FTL on low-power embedded systems is difficult due to its memory requirements and operation overhead. Accordingly, many index data structures for NAND flash memory have being studied for the embedded systems. Overall performances of the index data structures are enhanced by a decreasing of page write counts, whereas it has increased page read counts, as a side effect. Therefore, we propose an index management method using a page mapping log table in $B^+$-Tree based on NAND flash memory to decrease page write counts and not to increase page read counts. The page mapping log table registers page address information of changed index node and then it is exploited when retrieving records. In our experiment, the proposed method reduces the page read counts about 61% at maximum and the page write counts about 31% at maximum, compared to the related studies of index data structures.

Spatial Join based on the Transform-Space View (변환공간 뷰를 기반으로한 공간 조인)

  • 이민재;한욱신;황규영
    • Journal of KIISE:Databases
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    • v.30 no.5
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    • pp.438-450
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    • 2003
  • Spatial joins find pairs of objects that overlap with each other. In spatial joins using indexes, original-space indexes such as the R-tree are widely used. An original-space index is the one that indexes objects as represented in the original space. Since original-space indexes deal with sizes of objects, it is difficult to develop a formal algorithm without relying on heuristics. On the other hand, transform-space indexes, which transform objects in the original space into points in the transform space and index them, deal only with points but no sites. Thus, spatial join algorithms using these indexes are relatively simple and can be formally developed. However, the disadvantage of transform-space join algorithms is that they cannot be applied to original-space indexes such as the R-tree containing original-space objects. In this paper, we present a novel mechanism for achieving the best of these two types of algorithms. Specifically, we propose a new notion of the transform-space view and present the transform-space view join algorithm(TSVJ). A transform-space view is a virtual transform-space index based on an original-space index. It allows us to interpret on-the-fly a pre-built original-space index as a transform-space index without incurring any overhead and without actually modifying the structure of the original-space index or changing object representation. The experimental result shows that, compared to existing spatial join algorithms that use R-trees in the original space, the TSVJ improves the number of disk accesses by up to 43.1% The most important contribution of this paper is to show that we can use original-space indexes, such as the R-tree, in the transform space by interpreting them through the notion of the transform-space view. We believe that this new notion provides a framework for developing various new spatial query processing algorithms in the transform space.

Optimizing a Multimedia File System for Streaming Severs (스트리밍 서버를 위한 멀티미디어 파일 시스템 최적화)

  • 박진연;김두한;원유집;류연승
    • Journal of KIISE:Computer Systems and Theory
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    • v.31 no.5_6
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    • pp.268-278
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    • 2004
  • In this paper, we describe our experience in the design and implementation of the SMART file system to handle multimedia workload. Our work has three design objectives: (ⅰ) efficient support for sequential workload, (ⅱ) avoiding disk fragmentation, (ⅲ) logical unit based file access. To achieve these three objectives, we develop a file system where a file consists of linked list of Data Unit Group. Instead of tree like structure of the legacy Unix file system, we use single level file structure. Our file system can also access the file based upon the logical unit which can be video frame or audio samples. Data Unit Group is a group of logical data units which is allocated continuous disk blocks. At the beginning of each Data Unit Group, there exists an index array. Each index points to the beginning of logical data units, e.g. frames in the Data Unit Group. This index array enables the random access and sequencial access of semantic data units. SMART file system is elaborately tailored to effectively support multimedia workload. We perform physical experiments and compare the performance of SMART file system with EXT2 file system and SGI XFS file system. In this experiment, SMART file system exhibits superior performance under streaming workload.

A DNA Index Structure using Frequency and Position Information of Genetic Alphabet (염기문자의 빈도와 위치정보를 이용한 DNA 인덱스구조)

  • Kim Woo-Cheol;Park Sang-Hyun;Won Jung-Im;Kim Sang-Wook;Yoon Jee-Hee
    • Journal of KIISE:Databases
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    • v.32 no.3
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    • pp.263-275
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    • 2005
  • In a large DNA database, indexing techniques are widely used for rapid approximate sequence searching. However, most indexing techniques require a space larger than original databases, and also suffer from difficulties in seamless integration with DBMS. In this paper, we suggest a space-efficient and disk-based indexing and query processing algorithm for approximate DNA sequence searching, specially exact match queries, wildcard match queries, and k-mismatch queries. Our indexing method places a sliding window at every possible location of a DNA sequence and extracts its signature by considering the occurrence frequency of each nucleotide. It then stores a set of signatures using a multi-dimensional index, such as R*-tree. Especially, by assigning a weight to each position of a window, it prevents signatures from being concentrated around a few spots in index space. Our query processing algorithm converts a query sequence into a multi-dimensional rectangle and searches the index for the signatures overlapped with the rectangle. The experiments with real biological data sets revealed that the proposed method is at least three times, twice, and several orders of magnitude faster than the suffix-tree-based method in exact match, wildcard match, and k- mismatch, respectively.

Antioxidaitve and Antibacterial Activities of Endemic Plants Extracts in Korea (국내 자생 식물 추출물의 항산화 활성 및 항균효과)

  • Han, Seung-Ho;Woo, Na-Ri-Yah;Lee, Song-Deuk;Kang, Myung-Hwa
    • Korean Journal of Medicinal Crop Science
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    • v.14 no.1
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    • pp.49-55
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    • 2006
  • Antioxidative and antibacterial activities of endemic plants extracts in Korea were investigated. Hydrogen radical scavenging activity was 99.72% in an elm tree, 99.725 in a Job's tears, 99.575 in an eggplant, and 94.025 in a barrenwort. Antibacterial activity of ethanol extract from 23 different species of wild plants were determined. The gull nut was showed the strongest antibacterial activities (16.0-19.0 mm) and also showed high antibacterial activities in a pine neddles, a gulmyungja, a wild ginger plants, a ginko (9.5-11.5 mm). Only extracts of Saurrranceae extract showed the antibacterial activity in Bacillus subtilus, Stapylococcus aureus, Escherichia coli, Samonella entetotidis. An antibacterial activities were showed weakly in an esungcho and an eggplant. A ground ivy showed Antibacterial activity on Stapylococcus aureus. A barren wort showed in antibacterial activity on Stapylococcus aureus, and E. coli. This results were suggested that many edemic plants resources contains antioxidative and antibacterial substances.

Trajectory Indexing for Efficient Processing of Range Queries (영역 질의의 효과적인 처리를 위한 궤적 인덱싱)

  • Cha, Chang-Il;Kim, Sang-Wook;Won, Jung-Im
    • The KIPS Transactions:PartD
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    • v.16D no.4
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    • pp.487-496
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    • 2009
  • This paper addresses an indexing scheme capable of efficiently processing range queries in a large-scale trajectory database. After discussing the drawbacks of previous indexing schemes, we propose a new scheme that divides the temporal dimension into multiple time intervals and then, by this interval, builds an index for the line segments. Additionally, a supplementary index is built for the line segments within each time interval. This scheme can make a dramatic improvement in the performance of insert and search operations using a main memory index, particularly for the time interval consisting of the segments taken by those objects which are currently moving or have just completed their movements, as contrast to the previous schemes that store the index totally on the disk. Each time interval index is built as follows: First, the extent of the spatial dimension is divided onto multiple spatial cells to which the line segments are assigned evenly. We use a 2D-tree to maintain information on those cells. Then, for each cell, an additional 3D $R^*$-tree is created on the spatio-temporal space (x, y, t). Such a multi-level indexing strategy can cure the shortcomings of the legacy schemes. Performance results obtained from intensive experiments show that our scheme enhances the performance of retrieve operations by 3$\sim$10 times, with much less storage space.

A Dynamic Analysis of 150 ton Winch using Ocean Environment Data (해양 환경 데이터를 이용한 150톤 윈치의 동특성 해석)

  • Lee, Chang-Ho;Min, Cheon-Hong;Kim, Hyung-Woo;Jang, Jin-Woo;Hwang, Dong-Hwan;Rhyu, Yong-Suk
    • Ocean and Polar Research
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    • v.39 no.3
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    • pp.205-211
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    • 2017
  • This paper seeks to provide a dynamic analysis of a 150 ton winch based on ocean environmental data. The winch model that was subjected to analysis was modeled from CAD to each subsystem by the commercial software DAFUL. The winch model has tree brake systems (disk brake, band brake and ratchet brake). The rotation motion of the motor and contact elements of the brake are applied to the winch model in order to analyze its dynamic characteristics. In addition, a crane-barge was modeled to apply ocean environmental data. The motion data of the crane-barge was produced by means of the RAO(Response Amplitude Operator) of the barge and wave spectrum. The reaction force of the translational joint was measured instead of the tension of the cable. The brake performance of the winch was produced and assessed based on the operating motion of the crane-barge.