• 제목/요약/키워드: Spatial Attention Areas

검색결과 72건 처리시간 0.025초

A Vehicle License Plate Detection Scheme Using Spatial Attentions for Improving Detection Accuracy in Real-Road Situations

  • Lee, Sang-Won;Choi, Bumsuk;Kim, Yoo-Sung
    • 한국컴퓨터정보학회논문지
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    • 제26권1호
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    • pp.93-101
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    • 2021
  • 본 논문에서는 실제 도로의 다양한 상황에서도 차량 번호판을 정확하게 탐지하기 위해 차량 번호판의 후보 지역을 공간 집중 영역으로 사용하는 차량 번호판 탐지 모델을 제안하였다. 먼저, 기존의 WPOD-NET이 전처리 과정에서 검출된 차량 영역을 이용하기 때문에 넓은 탐지 후보 영역으로 인해 불필요한 노이즈가 포함되어 탐지 정확도가 낮아짐을 확인하였다. 이를 개선하기 위해 차량 번호판의 후보 지역을 공간 집중 영역으로 사용하는 차량 번호판 탐지 모델을 제안하였고, 제안한 방법이 기존 WPOD-NET보다 탐지 정확도를 어느 정도 개선하는지 분석하기 위해 GT 데이터를 기반으로 최적의 공간 집중 영역을 설정한 경우와 함께 탐지 정확도를 비교하였다. 실험에 따르면 제안된 모델이 기존 WPOD-NET에 비해 타이트한 탐지 후보 영역을 갖기 때문에 약 20% 더 높은 탐지 정확도를 보임을 확인하였다.

공간빅데이터 연구 동향 파악을 위한 토픽모형 분석 (Topic Model Analysis of Research Trend on Spatial Big Data)

  • 이원상;손소영
    • 대한산업공학회지
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    • 제41권1호
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    • pp.64-73
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    • 2015
  • Recent emergence of spatial big data attracts the attention of various research groups. This paper analyzes the research trend on spatial big data by text mining the related Scopus DB. We apply topic model and network analysis to the extracted abstracts of articles related to spatial big data. It was observed that optics, astronomy, and computer science are the major areas of spatial big data analysis. The major topics discovered from the articles are related to mobile/cloud/smart service of spatial big data in urban setting. Trends of discovered topics are provided over periods along with the results of topic network. We expect that uncovered areas of spatial big data research can be further explored.

농촌 노인 생활인프라 접근성의 지역 간 격차 - 생활편익시설을 중심으로 - (Disparity of Access to Neighborhood Facilities for the Elderly in Rural Areas - Focusing on Community Facilities -)

  • 김현중;황정임;최윤지
    • 농촌지도와개발
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    • 제22권2호
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    • pp.159-173
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    • 2015
  • The purpose of this study was to identify the conditions of neighborhood facilities for the elderly, paying special attention to the accelerated aging phenomenon in rural areas of Korea. We contrived a new index to measure spatial accessibility for people aged over 65 years, and we analyzed spatial accessibility by focusing on community facilities: public bath facilities, beauty shops, rural public facilities, markets, big stores, and large-scale retail shops. The most outstanding spatial accessibility among community facilities was found with the rural public facilities thanks to governmental installing adequate facilities in the past, followed by the beauty shops and the public bath facilities. In contrast, spatial accessibility of the markets was in the lowest. Spatial accessibility of community facilities for the elderly exhibited high variability among the rural areas. We confirmed significant inequality of spatial accessibility in all facilities we studied. The areas that had better spatial accessibility diverse combinations of the facilities. The areas that had worse spatial accessibility were, on the whole, consistent with traditional undeveloped regions. In the near future rational planning of facilities will be needed to supply adequate accessibility in targeted areas which currently had low accessibility. In order to improve the spatial accessibility of neighborhood facilities, the most essential factor is to take into account the geographical distribution patterns of rural settlements.

MSaGAN: Improved SaGAN using Guide Mask and Multitask Learning Approach for Facial Attribute Editing

  • Yang, Hyeon Seok;Han, Jeong Hoon;Moon, Young Shik
    • 한국컴퓨터정보학회논문지
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    • 제25권5호
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    • pp.37-46
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    • 2020
  • 최근 얼굴 속성 편집(facial attribute editing)의 연구는 GAN(Generative Adversarial Net)과 인코더-디코더(encoder-decoder) 구조를 활용하여 사실적인 결과를 얻고 있다. 최신 연구 중 하나인 SaGAN(Spatial attention GAN)은 공간적 주의 기제(spatial attention mechanism)를 활용하여 얼굴 영상에서 원하는 속성만을 변경할 방법을 제안하였다. 그러나 불충분한 얼굴 영역 정보로 인하여 때로 부자연스러운 결과를 얻는 경우가 발생한다. 본 논문에서는 기존 연구의 한계점을 개선하기 위하여 유도 마스크(guide mask)를 학습에 활용하고, 다중작업 학습(multitask learning) 접근을 적용한 개선된 SaGAN(MSaGAN)을 제안한다. 폭넓은 실험을 통해 마스크 손실 함수와 신경망 구조에 따른 얼굴 속성 편집의 결과를 비교하여 제안하는 방법이 기존보다 더 자연스러운 결과를 효율적으로 얻을 수 있음을 보인다.

어린이 재활병원 공간구조의 시지각적 특성 연구 - 소아재활 외래진료부 및 재활치료부 영역을 중심으로 - (A Study on the Visual Cognitive Characteristics of the Spatial Configuration in Children's Rehabilitation Hospitals - Focused on the Pediatric Rehabilitation Outpatient and Therapy Areas -)

  • 조민정
    • 대한건축학회논문집:계획계
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    • 제34권10호
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    • pp.83-94
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    • 2018
  • In many theoretical and empirical studies on the design issues of therapeutic healthcare facilities, spatial configuration that promotes users' wayfinding behavior, has been emphasized as a significant factor to mitigate stressful experiences and to enhance restorative quality in the healthcare environment. This is also applicable to the healthcare setting for children. However, not much evidence has been reported with regard to the relationship between spatial configuration and wayfinding behaviors in this specific setting. Moreover, healthcare facilities for children with physical disabilities need more attention to provide easy wayfinding due to various physical restrictions. The aim of this study is therefore, to unfold the relationship between spatial configuration and visual cognitive qualities of outpatient spaces in the selected children's rehabilitation hospitals in Seoul, by examining visual cognitive attributes such as visibility, accessibility, and intelligibility. In the first phase, the spatial layout of the hospitals was analyzed, with an emphasis on the major outpatient areas such as the entrance lobby, doctors' examination, and physical therapy zones. In the second phase, a space syntax tool was implemented to examine visual cognitive characteristics of the spatial configuration. The spatial configuration parameters measured were integration, integration core, visual isovist field continuity, correlation between integration and step depth, and the correlation between integration n and integration 3. As a result, the integration was higher in the hall type configuration. Circulation intersections acted mostly as integration cores for better visibility. Some areas showed the lack of continuity in the visual isovist fields overlap and irregular correlation between integration and step depth. The intelligibility was higher in the circulation area and social interaction spaces such as a cafe, reception waiting, and therapy waiting areas. Based on the analysis, design implication and possible future improvement were discussed to enhance wayfinding experiences in the hospitals for children with physical disabilities.

CNN과 Attention을 통한 깊이 화면 내 예측 방법 (Intra Prediction Method for Depth Picture Using CNN and Attention Mechanism)

  • 윤재혁;이동석;윤병주;권순각
    • 한국산업정보학회논문지
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    • 제29권2호
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    • pp.35-45
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    • 2024
  • 본 논문에서는 CNN과 Attention 기법을 통한 깊이 영상의 화면 내 예측 방법을 제안한다. 제안하는 방법을 통해 예측하고자 하는 블록 내 화소마다 참조 화소를 선택할 수 있도록 한다. CNN을 통해 예측 블록의 상단과 좌단에서 각각 수직방향과 수평 방향의 공간적 특징을 검출한다. 두 공간적 특징은 예측블록과 참조 화소들에 대한 특징을 예측하기 위해 각각 특징차원과 공간적 차원으로 병합된다. Attention을 통해 예측 블록과 참조 화소간의 상관성을 입력된 공간적 특징을 통해 예측한다. Attention을 통해 예측된 상관성은 CNN 레이어를 통해 화소 도메인으로 복원되어 블록 내 화소 값이 예측된다. 제안된 방법이 VVC의 인트라 모드에 추가되었을 때 화면 예측 오차가 평균 5.8% 감소하였다.

어린이병원 방문자의 색채지각에 나타난 시각적 주의에 관한 연구 (A Study on Visual Attention on Color Perception by Visitors of Children's Hospital)

  • 조은길;손광호
    • 한국실내디자인학회논문집
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    • 제25권2호
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    • pp.50-58
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    • 2016
  • The design of children's hospitals is highly dependent on color schemes. As a space shared together by both adults and children, the design of children's hospitals require color coordination that takes account of the users' characteristics. Visual perception tracking experiment was conducted on the 2 chosen experimental images with a target group made up of adults and children, the following results were found. First, visual attention characteristics of spatial elements' colors were found. The contrast of colors were discovered to effect attention, especially the information desk region showed highest attention. Pillars are subjected to a higher attention relative to other spatial elements, it is suggested when using accent colors to use it only when it is absolutely necessary in partial areas. In contrast, floor patterns were found to be subjected to very low attention relative to other elements. Second, effects of color contrast on visual attention were uncovered. Although color contrast effects attention for both adults and children, children were found to be more effected by color contrast than adults. Especially, children's tendency to rely on color contrast for visual recognition was higher than adults. Since when using only one type on a wide surface children show higher attention on the < vivid > colors than adults, when planning a color coordination for children using < pale > colors instead of < vivid > ones in background for a large surface is seen as a more desired method to increase attention by putting emphasis on the [sharply contrasting] colors.

시각 탐색과 공간적 작업기억간 상호 간섭의 원인 (Main Cause of the Interference between Visual Search and Spatial Working Memory Task)

  • 안지원;김민식
    • 인지과학
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    • 제16권3호
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    • pp.155-174
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    • 2005
  • 최근 연구들은 공간적 작업기억 과제를 수행하면서 시각 탐색 과제를 수행했을 때 시각 탐색의 효율성과 작업기억 과제의 정확률이 동시에 낮아지는 결과를 보고하였다(Oh & Kim, 2004; Woodman & Luck, 2004). 이러한 결과는 두 과제의 처리 과정이 동일한 인지적 자원을 요구하기 때문인 것으로 해석할 수 있는데, 동일한 인지적 자원은 공간적 주의(공간적 주의 부하 가설)나, 공간적 작업기억(공간적 작업기억 부하 가설), 혹은 이 둘과 모두 관련될 가능성이 있다. 시각 탐색과 공간적 작업기억 간 상호 간섭의 기제를 밝히기 위해 작업기억에 유지해야 하는 위치와 공간적 주의를 사용해야 하는 시각 탐색의 자극 위치를 변화시켜 2개의 실험을 수행하였다. 실험 1에서는 공간적 작업기억 과제의 자극을 탐색 자극이 제시될 수 있는 주변 영역에 제시하는 경우에도 두 과제간의 간섭이 나타남을 보임으로써 이전 연구 결과들을 재확인하였다. 실험 2에서는 기억 자극과 탐색 자극을 모두 동일한 사분면에 제시하는 경우와 그렇지 않은 경우에서 시각 탐색과 작업기억 과제 수행을 비교하였다. 실험 결과 시각 탐색의 효율은 시각 탐색 과제만을 수행한 조건과 동일 위치 조건에 비해 비동일 위치 조건에서 유의미하게 저하되었다. 공간적 작업기억 과제의 정확률역시 다른 조건보다 비동일 위치 조건에서 더 낮게 나타났다. 이러한 결과들은 선행 연구들에서 밝혀진 공간 기억과 시각 탐색간의 상호 간섭이 작업기억의 과부하보다는 공간적 주의의 과부하로 인한 것임을 시사한다.

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Comparison of Preferred Features in Spatial Composition for Shared Housing between Rural and Urban Elderly

  • Lee, Ji-Hye;Lee, Yeun-Sook
    • KIEAE Journal
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    • 제15권1호
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    • pp.29-43
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    • 2015
  • Shared housing for elderly people, where several elderly people live together, gains attention as a means to prevent the lonely death of elderly people and continuously maintain their social relations. The purpose of this study is to compare the characteristics planned through rural and urban areas-residing elderly people's participation in the shared housing spatial composition by area. This study conducted a small scale workshop panel method that targeted small group, but through which extensive information can be acquired, as a qualitative method. This study targeted 16 elderly people aged 65 and over living in rented apartments in rural and urban areas by dividing them two groups by area, namely into four groups. A total of 12 workshop sessions were held with three sessions at a time through a certain time interval. As a result of the study, the elderly people showed positive responses to the shared housing, irrelevant of area. As time went on, the workshop panel method's effect was revealed through consolidated positive attitude and agreement of different opinions. The shared housing for elderly people is valuable as a residential alternative for elderly people, and differentiated supply of the shared housing for elderly people, according to residential area's characteristics, is suggested.

공간효과분석을 이용한 건강보험 환자 관외 의료이용도와 관련된 요소분석 (Analysis on Factors Relating to External Medical Service Use of Health Insurance Patients Using Spatial Regression Analysis)

  • 노윤호
    • 보건행정학회지
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    • 제23권4호
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    • pp.387-396
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    • 2013
  • Background: The purpose of this study was to analyze the association between areas of Korea Train Express (KTX) region and external medical service use in Korean society using spatial statistical model. Methods: The data which was used in this study was extracted from 2011 regional health care utilization statistics and health insurance key statistics from National Health Insurance Corporation. A total spatial units of 229 districts (si-gun-gu) were included in this study and spatial area was all parts of the country excepted Jeju, Ulleungdo island. We conducted Kruskal-Wallis test, correlation, Moran's I and hot-spot analysis. And after, ordinary linear regression, spatial lag, spatial error analysis was performed in order to find factors which were associated with external medical service use. The data was processed by SAS ver. 9.1 and Geoda095i (windows). Results: Moran's I of health insurance patients' external medical service use was 0.644. Also, population density, Seoul region, doctor factors positively associated with health insurance patients' external medical service. In contrast, average age, health care organization per 100 thousand were negatively associated with health insurance patients' external medical service use. Conclusion: The finding of this study suggested that health insurance patient's external medical service use correlated for seoul region in korea. The study results imply the need for more attention medical needs in the region (si-gun-gu unit) for health insurance patients of seoul region. It is important to adapt strategy to activation of primary health care as well as enhancing public health institution for prevent leakage of patients to other areas.