• 제목/요약/키워드: Reverse Attention

검색결과 108건 처리시간 0.027초

CT 영상에서 폐 결절 분할을 위한 경계 및 역 어텐션 기법 (Boundary and Reverse Attention Module for Lung Nodule Segmentation in CT Images)

  • 황경연;지예원;윤학영;이상준
    • 대한임베디드공학회논문지
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    • 제17권5호
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    • pp.265-272
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    • 2022
  • As the risk of lung cancer has increased, early-stage detection and treatment of cancers have received a lot of attention. Among various medical imaging approaches, computer tomography (CT) has been widely utilized to examine the size and growth rate of lung nodules. However, the process of manual examination is a time-consuming task, and it causes physical and mental fatigue for medical professionals. Recently, many computer-aided diagnostic methods have been proposed to reduce the workload of medical professionals. In recent studies, encoder-decoder architectures have shown reliable performances in medical image segmentation, and it is adopted to predict lesion candidates. However, localizing nodules in lung CT images is a challenging problem due to the extremely small sizes and unstructured shapes of nodules. To solve these problems, we utilize atrous spatial pyramid pooling (ASPP) to minimize the loss of information for a general U-Net baseline model to extract rich representations from various receptive fields. Moreover, we propose mixed-up attention mechanism of reverse, boundary and convolutional block attention module (CBAM) to improve the accuracy of segmentation small scale of various shapes. The performance of the proposed model is compared with several previous attention mechanisms on the LIDC-IDRI dataset, and experimental results demonstrate that reverse, boundary, and CBAM (RB-CBAM) are effective in the segmentation of small nodules.

환경을 고려한 역물류시스템의 사례 연구 (A Case Study of The Reverse Logistics Considering An Environment)

  • 김현수;한대희;이인철
    • 산업경영시스템학회지
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    • 제24권66호
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    • pp.69-77
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    • 2001
  • The management of return flows induced by the various forms of reuse of products and materials in industrial production processes has received growing attention throughout this decade. As one of the developing countries in the world trade market, we have to apply the reverse logistics system considering an environment seriously, and to implement reverse logistics activities abreast with the forward logistics system of a companies. Therefore, the objective of this study was to discuss what the reverse logistics system of Environmentally Conscious Logistics Systems(ECLS) is by introducing a case study.

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구조계의 동적응답을 이용한 역해석에서의 악조건 (On the ill - condition of reverse process from structural dynamic response data)

  • 양경택
    • 한국전산구조공학회:학술대회논문집
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    • 한국전산구조공학회 1998년도 봄 학술발표회 논문집
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    • pp.390-397
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    • 1998
  • An approach to identifying input forces is proposed using measured structural dynamic responses and its analytical model. The identification of input forces is a reverse process and ill-conditioned problem. Its solution is unstable and generally case dependent. In this paper, the ill-condition is described considering characteristic matrix which is defined by reduced dynamic stiffness matrix. Special attention is focused on the condition number of a characteristic matrix used in the solution algorithm of this reverse process. Simple example is presented in support of the ill-condition of a reverse process.

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A Framework for Facial Expression Recognition Combining Contextual Information and Attention Mechanism

  • Jianzeng Chen;Ningning Chen
    • Journal of Information Processing Systems
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    • 제20권4호
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    • pp.535-549
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    • 2024
  • Facial expressions (FEs) serve as fundamental components for human emotion assessment and human-computer interaction. Traditional convolutional neural networks tend to overlook valuable information during the FE feature extraction, resulting in suboptimal recognition rates. To address this problem, we propose a deep learning framework that incorporates hierarchical feature fusion, contextual data, and an attention mechanism for precise FE recognition. In our approach, we leveraged an enhanced VGGNet16 as the backbone network and introduced an improved group convolutional channel attention (GCCA) module in each block to emphasize the crucial expression features. A partial decoder was added at the end of the backbone network to facilitate the fusion of multilevel features for a comprehensive feature map. A reverse attention mechanism guides the model to refine details layer-by-layer while introducing contextual information and extracting richer expression features. To enhance feature distinguishability, we employed islanding loss in combination with softmax loss, creating a joint loss function. Using two open datasets, our experimental results demonstrated the effectiveness of our framework. Our framework achieved an average accuracy rate of 74.08% on the FER2013 dataset and 98.66% on the CK+ dataset, outperforming advanced methods in both recognition accuracy and stability.

Optimal Order Quantity Models for three types of reverse logistics networks in Product Recovery Environment

  • 김주용;김기범;정봉주
    • 한국경영과학회:학술대회논문집
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    • 한국경영과학회 2004년도 추계학술대회 및 정기총회
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    • pp.565-565
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    • 2004
  • Due to limitation of resources and increasing concerns about environment, reverse logistics has received growing attention in recent years. In this paper, we propose three types of reverse logistics networks based on reuse of returnable containers, materials recycling process and remanufacturing for parts reuse. First, the sender in the re-usable item network supplies containers for the recipient and orders either new containers from external supplier or returnable containers cleaned from the container depot. Second, the recycling center in the proposed recycling network collects either end of life products from customer or faulty goods from manufacturer, collected products are dismantled into materials and materials go into recycling process. Finally, the manufacturer in the proposed remanufacturing network has two alternatives for supplying parts: either ordering the required parts to external supplier or overhauling disassembled parts and bringing them back 'as new' conditions. In this product recovery environment, we build optimal order quantity models to minimize the total logistics costs related to reverse logistics network. The validity of the proposed model is investigated through comprehensive computational experiments.

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역삼투압 분리막 연구에서의 분자 전산모사 응용 (Application of Molecular Simulation in Reverse Osmosis Membrane Research)

  • 이태경;남상용
    • 공업화학
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    • 제33권6호
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    • pp.551-556
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    • 2022
  • 분리막을 활용한 수처리 공정을 통해 얻어진 담수된 물은 전 세계적인 물 부족 문제를 해결해 줄 수 있는 유망한 기술로 많은 주목을 받고 있다. 오늘날 담수화에 가장 널리 활용되고 있는 역삼투압 분리막 기반 공정은 지구상에 풍부한 바닷물을 담수화하는 기술이기 때문에 산업적으로도 그 잠재성이 매우 풍부하다. 이러한 담수 공정 성능을 향상시키기 위해서는 분리막의 역삼투압 메커니즘을 원자/분자 수준에서 이해할 필요가 있다. 본 총설에서는 오늘날 소재 연구에 있어 중요한 역할을 담당하고 있는 분자 전산모사에 대한 소개와 함께 역삼투압 분리막 연구 개발에 있어 원자/분자 수준에서의 전산모사 역할을 소개하고자 한다.

병렬 미세관 흐름비등의 유동특성 및 열전달 향상에 대한 수치적 연구 (Numerical Study on Flow and Heat Transfer Enhancement during Flow Boiling in Parallel Microchannels)

  • 전진호;이우림;서영호;손기헌
    • 한국전산유체공학회:학술대회논문집
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    • 한국전산유체공학회 2008년도 춘계학술대회논문집
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    • pp.472-473
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    • 2008
  • Flow boiling in parallel microchannels has received attention as an effective heat sink mechanism for power-densities encountered in microelectronic equipment. the bubble dynamics coupled with boiling heat transfer in microchannels is still not well understood due to the technological difficulties in obtaining detailed measurements of microscale two-phase flows. In this study, complete numerical simulation is performed to further clarify the dynamics of flow boiling in microchannels. The level set method for tracking the liquid-vapor interface is modified to include the effects of phase change and contact angle. The method is further extended to treat the no-slip and contact angle conditions on the immersed solid. Also, the reverse flow observed during flow boiling in parallel microchannels has been investigated. Based on the numerical results, the effects of channel shape and inlet area restriction on the bubble growth, reverse flow and heat transfer are quantified.

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스포츠 매장의 전회에 따른 정보 탐색과 시각적 이해 특성 - 원-공간과 전회-공간의 이미지 비교를 통해 - (Searching of Information on Reverse left/right Space in Sports-Shop and Features of Its Visual Appreciation - Through Comparison of Original and Reverse left/right Image Space -)

  • 김종하
    • 한국실내디자인학회논문집
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    • 제25권5호
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    • pp.71-81
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    • 2016
  • This research has been carried out with the objects of sporting goods shops to find out what structure of those shops raises more interest from customers. The tracking eyes on the objects which are the same but seen to have different structures has revealed the followings. Customers' visual appreciation of Reverse left/right Images (11.1) was found to be higher than that of Original Images (10.6). Furthermore, the reverse left/right image of the space also was found to attract more interest from customers, which led them to have longer observation. The below is about the interpretation of the spatial exploration by observation time and the appreciation of its visual content in line with the experiment objects of selling spaces. The longer the space was observed, (1)the higher the expansive searching of space was, (2)the more spots were observed as if they did not know what to see after they first observed at early hours, (3)later (in the time range of 64~73 seconds) they came to look at the spots in which they got interested, (4)and then again they suddenly got lost what to see. When the change of observation characteristics by time range is reviewed, it can be seen that the searching of original images is changed from Divergent Feature to Convergent Feature when the observation time increases from the early stage of observation to the later. On the contrary, the reverse left/right images were found to have the opposite searching features, that is, from convergent exploration to divergent exploration. These findings show that the reverse left/right images of the sporting goods shops, which were the experiment objects, have more factors attracting customers' attention and interest and that it is the very shop-structure which makes customers have better visual appreciation of those shops.

UHF RFID 시스템의 순방향 및 역방향 인식 거리에 관한 연구 (A Study on the Forward- and Reverse-Link Interrogation Range of a UHF RFID System)

  • 장병준;박준석;조홍구;임재봉
    • 한국전자파학회논문지
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    • 제18권11호
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    • pp.1243-1253
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    • 2007
  • 최근 UHF 대역에서 동작하는 RFID 시스템이 활발히 연구되고 있으며, 유통 물류 분야를 시작으로 다양한 분야에서 활용되고 있다. UHF RFID 시스템을 설계하는데 있어 가장 중요한 파라미터가 리더가 태그를 인식할 수 있는 최대 거리로, 이를 인식 거리라 부른다. 인식 거리는 순방향에서는 태그에 전력이 공급되어 역산란할 수 있는 전력이 공급되는지 여부와 역방향에서는 태그에서 역산란된 전력을 리더가 수신할 수 있는지에 따라 결정되며, 두 인식 거리간에 적절한 밸런스가 중요하다. 본 연구에서는 UHF RFID 시스템의 인식 거리에 대한 공식을 순방향과 역방향에 대해 각각 유도하고, 이를 바탕으로 순방향 및 역방향간의 링크 밸런스를 맞추기 위한 조건을 고찰하였다. 분석 결과, 역방향 링크의 경우, 안테나 이득, circulator의 isolation 특성, 국부 발진기의 위상 잡음에서의 range correlation 효과 등이 인식 거리를 결정하는 주요한 파라미터가 됨을 확인할 수 있었다.

Reverse shoulder arthroplasty with os acromiale

  • Shin, Woo-Jin;Lee, Hyun-Ju;An, Ki-Yong
    • Clinics in Shoulder and Elbow
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    • 제23권2호
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    • pp.100-104
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    • 2020
  • Function and strength of the deltoid muscle are important in reverse shoulder arthroplasty (RSA). Moreover, location and shape of the acromion, clavicle, and scapular spine, which are origins of the deltoid muscle, are also important. The frequency of os acromiale is 5% to 15%; however, it is rare in the Asian population, affecting approximately 0.7% of Koreans. RSA has rarely been reported in patients with os acromiale. We present a case series of two patients with cuff tear and arthropathy combined with os acromiale who underwent RSA. From 2016 to 2018, two patients with os acromiale who presented with pain and limited range of motion (ROM) underwent RSA with cuff tear arthropathy using the subscapularis-sparing deltopectoral approach. Their ROM, visual analog scale (VAS), and satisfaction were evaluated before and after surgery. In both patients, VAS decreased, ROM increased, and postoperative satisfaction increased. There were no specific complications due to os acromiale. The VAS, ROM, and satisfaction of patients improved after surgery compared with values before surgery. However, careful attention must be given during surgery to ensure optimal repair and recovery.