• Title/Summary/Keyword: weighted average algorithm

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A Study on Lung Cancer Segmentation Algorithm using Weighted Integration Loss on Volumetric Chest CT Image (흉부 볼륨 CT영상에서 Weighted Integration Loss을 이용한 폐암 분할 알고리즘 연구)

  • Jeong, Jin Gyo;Kim, Young Jae;Kim, Kwang Gi
    • Journal of Korea Multimedia Society
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    • v.23 no.5
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    • pp.625-632
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    • 2020
  • In the diagnosis of lung cancer, the tumor size is measured by the longest diameter of the tumor in the entire slice of the CT. In order to accurately estimate the size of the tumor, it is better to measure the volume, but there are some limitations in calculating the volume in the clinic. In this study, we propose an algorithm to segment lung cancer by applying a custom loss function that combines focal loss and dice loss to a U-Net model that shows high performance in segmentation problems in chest CT images. The combination of values of the various parameters in custom loss function was compared to the results of the model learned. The purposed loss function showed F1 score of 88.77%, precision of 87.31%, recall of 90.30% and average precision of 0.827 at α=0.25, γ=4, β=0.7. The performance of the proposed custom loss function showed good performance in lung cancer segmentation.

Performance Analysis of Binary Scheduling Wheel Structure based on Weighted Round Robin (가중치 원형 분배 기반 이진 스케쥴링 바퀴구조의 성능 분석)

  • Cho, Hae-Seong;Lee, Sang-Tae;Chon, Byoung-Sil
    • Journal of KIISE:Information Networking
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    • v.28 no.4
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    • pp.631-640
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    • 2001
  • Round robin scheduling discipline, which is a sort of frame-based scheduling, is quite simple and straightforward for handling multiple queues, and by putting a different weight on each queue, a network can offer differentiated services such as different bandwidth, or delay bound. The most typical algorithm among this disciplines is the weighted round robin(WRR). Also, WRR algorithm can be implemented efficiently by dynamic binary scheduling wheel(DBSW) architecture. This paper performs the analysis of the DBSW architecture and compares the results with simulation results. The analysis data and simulation data show that the DBSW structure decreases average buffer length because it is capable of maintaining the allocated weight of each VC correctly.

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WWCLOCK: Page Replacement Algorithm Considering Asymmetric I/O Cost of Flash Memory (WWCLOCK: 플래시 메모리의 비대칭적 입출력 비용을 고려한 페이지 교체 알고리즘)

  • Park, Jun-Seok;Lee, Eun-Ji;Seo, Hyun-Min;Koh, Kern
    • Journal of KIISE:Computing Practices and Letters
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    • v.15 no.12
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    • pp.913-917
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    • 2009
  • Flash memories have asymmetric I/O costs for read and write in terms of latency and energy consumption. However, the ratio of these costs is dependent on the type of storage. Moreover, it is becoming more common to use two flash memories on a system as an internal memory and an external memory card. For this reason, buffer cache replacement algorithms should consider I/O costs of device as well as possibility of reference. This paper presents WWCLOCK(Write-Weighted CLOCK) algorithm which directly uses I/O costs of devices along with recency and frequency of cache blocks to selecting a victim to evict from the buffer cache. WWCLOCK can be used for wide range of storage devices with different I/O cost and for systems that are using two or more memory devices at the same time. In addition to this, it has low time and space complexity comparable to CLOCK algorithm. Trace-driven simulations show that the proposed algorithm reduces the total I/O time compared with LRU by 36.2% on average.

An Effective Cell Scheduling Algorithm for Input Queueing ATM Switch (입력단 큐잉 방식의 ATM 스위치를 위한 효율적 셀 중재 방식에 관한 연구)

  • 김용웅;원상연;박영근
    • The Journal of Korean Institute of Communications and Information Sciences
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    • v.25 no.1A
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    • pp.122-131
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    • 2000
  • In this paper, we propose a cell scheduling algorithm for input queueing ATM switch. The input queueing architecture is attractive for building an ultra-high speed ATM (Asynchronous Transfer Mode) switch. We proposea WMUCS (Weighted Matrix Unit Cell Scheduler) based on the MUCS which resolves HOL blocking and outputport contention. The MUCS algorithm selects an optimal set of entries as winning cells from traffic matrix (weightmatrix). Our WMUCS differs from the MUCS in generating weight matrices. This change solves the starvationproblem and it reduces the cell loss variance. The performance of the proposed algorithm is evaluated by thesimulation program written in C++. The simulation results show that the maximum throughput, the average celldelay, and the cell loss rate are significantly improved. We can see that the performance of WMUCS is excellentand the cost-effective implementation of the ATM switch using proposed cell scheduling algorithm.

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Image Contrast Enhancement Based on Tone Curve Control for LCD TV

  • Kim, Sang-Jun;Jang, Min-Soo;Kim, Yong-Guk;Park, Gwi-Tae
    • Journal of IKEEE
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    • v.11 no.4
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    • pp.307-314
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    • 2007
  • In this paper, we propose an image contrast enhancement algorithm for an LCD TV. The proposed algorithm consists of two processes: the image segmentation process and the tone curve control process. The first process uses an automatic threshold technique to decompose an input image into two regions and then utilizes a hierarchical structure for real-time processing. The second process generates a gray level tone curve for contrast enhancement using a weighted sum of average tone curves for two segmented regions. Experimental result shows that the proposed algorithm outperforms the conventional contrast enhancement methods for an LCD TV.

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Segmentation of Scalp and Skull in brain MR Images Using CannyEdge Level Set Method

  • Du, Ruoyu;Lee, Hyo Jong
    • Proceedings of the Korea Information Processing Society Conference
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    • 2010.11a
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    • pp.668-671
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    • 2010
  • In this paper, we present a novel automatic algorithm for scalp and skull segmentation in T1-weighted head MR images. First, the scalp and skull part are constructed by using intensity threshold. Second, the scalp outer surface is extracted based on an active level set method. Third, the skull inner surface is extracted using a canny edge detection algorithm. Finally, the fast sweeping, tagging and level set methods are applied to reconstruct surfaces from the detected points in three-dimensional space. The results of the new segmentation algorithm on MRI data acquired from eight persons were compared with manual segmented data. The average similarity indices for the scalp and skull segmented regions were equal to 84.42% for the test data.

An Algorithm for Increasing Worm Detection Effetiveness in Virus Throttling (바이러스 쓰로틀링의 웜 탐지 효율 향상 알고리즘)

  • Kim, Jang-Bok;Kim, Sang-Joong;Choi, Sun-Jung;Shim, Jae-Hong;Chung, Gi-Hyun;Choi, Kyung-Hee
    • Journal of KIISE:Information Networking
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    • v.34 no.3
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    • pp.186-192
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    • 2007
  • The virus throttling technique[5,6] is the one of well-known worm early technique. Virus throttling reduce the worm propagration by delaying connection packets artificially. However the worm detection time is not sufficiently fast as expected when the worm generated worm packets at a low rate. This is because the virus throttling technique use only delay queue length. In this paper we use the trend of weighted average delay queue length (TW AQL). By using TW AQL, the worm detection time is not only shorten at a low rate Internet worm, but also the false alarm does not largely increase. By experiment, we also proved our proposed algorithm had better performance.

Robust Construction of Voronoi Diagram of Circles by Region-Expansion Algorithm (영역 확장법을 통한 평면에서 원들의 보로노이 다이어그램의 강건한 계산)

  • Kim, Donguk
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.42 no.3
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    • pp.52-60
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    • 2019
  • This paper presents a numerically robust algorithm to construct a Voronoi diagram of circles in the plane. The circles are allowed to have intersections among them, but one circle cannot fully contain another circle. The Voronoi diagram is a tessellation of the plane into Voronoi regions of given circles. Each circle has its Voronoi region which is defined by a set of points in the plane closer to the circle than any other circles. The distance from a point p to a circle $c_i$ of center $p_i$ and radius $r_i$ is ${\parallel}p-p_i{\parallel}-r_i$, which is the closest Euclidean distance from p to the circle boundary. The proposed algorithm first constructs the point Voronoi diagram of centers of given circles, then it enlarges each point to the circle and expands its Voronoi region accordingly. This region-expansion process is done by local modifications and after completing this process for the whole circles the desired circle Voronoi diagram can be obtained. The proposed algorithm is numerically robust and we provide with a few examples to show its robustness. The algorithm runs in $O(n^2)$ time in the worst case and O(n) time on average where n is the number of the circles. The experiment shows that the region-expansion algorithm is robust and runs fast with strong linear time behavior.

Adaptive Differentiated Integrated Routing Scheme for GMPLS-based Optical Internet

  • Wei, Wei;Zeng, Qingji;Ye, Tong;Lomone, David
    • Journal of Communications and Networks
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    • v.6 no.3
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    • pp.269-279
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    • 2004
  • A new online multi-layer integrated routing (MLIR) scheme that combines IP (electrical) layer routing with WDM (optical) layer routing is investigated. It is a highly efficient and cost-effective routing scheme viable for the next generation integrated optical Internet. A new simplified weighted graph model for the integrated optical Internet consisted of optical routers with multi-granularity optical-electrical hybrid switching capability is firstly proposed. Then, based on the proposed graph model, we develop an online integrated routing scheme called differentiated weighted fair algorithm (DWFA) employing adaptive admission control (routing) strategies with the motivation of service/bandwidth differentiation, which can jointly solve multi-layer routing problem by simply applying the minimal weighted path computation algorithm. The major objective of DWFA is fourfold: 1) Quality of service (QoS) routing for traffic requests with various priorities; 2) blocking fairness for traffic requests with various bandwidth granularities; 3) adaptive routing according to the policy parameters from service provider; 4) lower computational complexity. Simulation results show that DWFA performs better than traditional overlay routing schemes such as optical-first-routing (OFR) and electrical-first-routing (EFR), in terms of traffic blocking ratio, traffic blocking fairness, average traffic logical hop counts, and global network resource utilization. It has been proved that the DWFA is a simple, comprehensive, and practical scheme of integrated routing in optical Internet for service providers.

A Robust Acoustic Echo Canceler with Stepsize Predictor for Environment Noise (주변 노이즈에 강건한 Stepsize 예측기를 갖는 음향 반향 제거기)

  • Lee, Se-Won;Kang, Hee-Hoon;Lee, Won-Seok
    • Journal of the Institute of Electronics Engineers of Korea TE
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    • v.39 no.2
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    • pp.44-50
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    • 2002
  • Conventional acoustic echo cancelers using ES(Exponentially weighted Stepsize) algorithm have simple operational configuration and fast convergence speed batter then NLMS algorithm, but they are very weak in external noise because ES algorithm updates filter taps using an average energy reduction rate of room impulse response in specific acoustical condition. So, a new configuration of acoustic echo canceler with stepsize generator and selector is proposed in this thesis. The proposed stepsize generator and selector improve conventional acoustic echo canceler's weakness in external noise and improve the system robustness. The stepsize generator generates additional stepsize value using moving averager, which is the residual noise energy of error signal multiplied by constant ${\gamma}$. The stepsize selector selects the stepsize value that has better performance in an acoustic echo canceler using a coefficient decision factor ${\Delta}_{differ}$ The simulation results show that the proposed algorithm reduces residual error by 5[dB] to 10[dB], improves misadjustment regardless of external noise's SNR.