• Title/Summary/Keyword: ART-1

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A Study on the Hangeul Pattern Classification by Using Adaptive Resonance Theory Neural Network (ART 신경회로망을 이용한 한글 유형 분류에 관한 연구)

  • Jang, Jae-Hyuk;Park, Chang-Han;NamKung, Jae-Chan
    • Proceedings of the Korea Information Processing Society Conference
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    • 2003.05a
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    • pp.603-606
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    • 2003
  • 본 논문에서는 ART(Adaptive Resonance Theory) 신경회로망을 이용하여 한글 모음을 인식하고, 그 유형을 분류하는 방법을 제안하였다. 기존의 연구들은 단순히 문자의 선분, 획 등의 정합만을 이용하여 한글의 자소 분류에 중점을 두었다. 그러나 인식 대상 운자의 특성이 각각 다르므로 효율적인 인식을 위해서는 먼저 포괄적인 특정적 유형 분류가 필요하다. 제안된 한글 유형 분류 시스템에서는 먼저 ART 신경회로망의 문제점인 증가분류 알고리즘의 단점을 최소화할 수 있도록 비교층에 최초 활성화패턴의 크기를 기억하는 메모리를 두고 각 층간 하향틀 변화를 경계인수 값을 "1" 이내로 제한하여 이미 입력된 패턴을 다시 입력할 때, 새로운 노드의 활성화를 방지하여 비교적 입력순서에 둔감한 분류가 가능하였다. 실험 결과 제안된 시스템에서는 한글의 6형식 중 1, 3, 4, 5형식 분류는 평균 97.3% 의 분류율을 보였으나, 나머지 2, 6형식 분류는 다소 떨어지는 평균 94.9% 분류율를 보였다.

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SkelGAN: A Font Image Skeletonization Method

  • Ko, Debbie Honghee;Hassan, Ammar Ul;Majeed, Saima;Choi, Jaeyoung
    • Journal of Information Processing Systems
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    • v.17 no.1
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    • pp.1-13
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    • 2021
  • In this research, we study the problem of font image skeletonization using an end-to-end deep adversarial network, in contrast with the state-of-the-art methods that use mathematical algorithms. Several studies have been concerned with skeletonization, but a few have utilized deep learning. Further, no study has considered generative models based on deep neural networks for font character skeletonization, which are more delicate than natural objects. In this work, we take a step closer to producing realistic synthesized skeletons of font characters. We consider using an end-to-end deep adversarial network, SkelGAN, for font-image skeletonization, in contrast with the state-of-the-art methods that use mathematical algorithms. The proposed skeleton generator is proved superior to all well-known mathematical skeletonization methods in terms of character structure, including delicate strokes, serifs, and even special styles. Experimental results also demonstrate the dominance of our method against the state-of-the-art supervised image-to-image translation method in font character skeletonization task.

A Study on the Characteristics of Contemporary Chinese Painting from Micro Perspective

  • Tian Yuan
    • International Journal of Advanced Culture Technology
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    • v.12 no.1
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    • pp.108-115
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    • 2024
  • Contemporary Chinese "micro-perspective" painting is an artistic phenomenon that we cannot ignore. It is the young artists who focus on themselves and their communities, record their stories and emotions in their life fragments into the coming history, and diary paintings as "micro-perspective" paintings allow "marginal people" to find their place. Based on the analysis of the aesthetic form and aesthetic characteristics of Chinese contemporary art, this paper explores the three aesthetic dimensions and their inherent aesthetic value, and explains its significance from the perspective of "micro-view" aesthetics. In the contemporary context, "micro-perspective" painting has become a unique cultural phenomenon, a consciousness situation. However, this phenomenon has a very unique artistic value and cultural value for the youth art group and even the formation of aesthetic culture and zeitgeist in China's current society.

A Case Study of Art Counseling for the Improvement of Self-Esteem and School Adjustment of Elementary School Students from Multicultural Family (다문화가정 초등학생의 자아존중감과 학교생활적응 향상을 위한 미술상담 사례연구)

  • Kim, Young-Mi;Cho, Bung-Hwan
    • The Korean Journal of Elementary Counseling
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    • v.11 no.1
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    • pp.93-106
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    • 2012
  • This study aimed at helping elementary school students from multicultural family in boosting their self-esteem and school adjustment by conducting the program of art Counseling. The research was carried out by performing art Counseling on two first-graders from multicultural family whom I have been supervising in the class at T elementary school in G City, South Chungcheong Province. The art Counseling program employed in the study is the one the researcher developed by reorganizing the programs used in previous studies in a way that would confirm to the aim of the research. A 40 minutes session was held twice a week from August 30, 2011 to October 6, 2011, resulting in a total of 10 sessions. The researcher herself conducted the sessions during after school at the first grade classroom of T elementary school. The following analyses were performed to generate results of elementary school students from multicultural family, "the test measuring self-esteem", "the test measuring the school life adjustment", "the K-HTP test" was conducted before and after the art counseling program. The results were analyzed through comparison. The foregoing analyses revealed that the art Counseling program is effective for elementary school students from multicultural family.

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Methodology of Prior Art Search Based on Hierarchical Citation Analysis (계층적 인용관계분석을 통한 선행기술 탐색방법론)

  • Kang, Jiho;Kim, Jongchan;Lee, Joonhyuck;Park, Sangsung;Jang, Dongsik
    • Journal of the Korean Institute of Intelligent Systems
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    • v.27 no.1
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    • pp.72-78
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    • 2017
  • Prior art search is a core process of technology management performed by inventors and applicants, patent examiners, and employees in the patent industry. As a result of insufficient academic research on a systematic prior art search methodology, the process has been often carried out depending on the subjective judgment of researchers. Previous studies on exploring prior arts based on semantics have also have the risk of underestimating the similarity of major prior arts due to the nature of patent documents where the same technical ideas are expressed in various terms. In this study, we propose an effective prior art search methodology based on hierarchical citation analysis, which provides a clear criterion for selecting core prior arts by calculating weights according to the relative importance of the collected patents. In order to verify the feasibility of the proposed methodology, a case study was conducted to explore the core prior art of one patent in the display field. As a result, 10 core prior art candidates were selected out of the 206 precedent patents.

Feasibility and Efficacy of Adaptive Intensity Modulated Radiotherapy Planning according to Tumor Volume Change in Early Stage Non-small Cell Lung Cancer with Stereotactic Body Radiotherapy (폐암의 정위적체부방사선치료에서 육안적종양체적 변화에 따른 적응방사선치료의 효용성 및 가능성 연구)

  • Park, Jae Won;Kang, Min Kyu;Yea, Ji Woon
    • Progress in Medical Physics
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    • v.26 no.2
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    • pp.79-86
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    • 2015
  • The purpose of this study is to evaluate efficacy and feasibility of adaptive radiotherapy according to tumor volume change (TVC) in early stage non-small cell lung cancer (NSCLC) using stereotactic body radiotherapy (SBRT). Twenty-two lesions previously treated with SBRT were selected. SBRT was usually performed with a total dose of 48 Gy or 60 Gy in four fractions with an interval of three to four days between treatments. For evaluation of TVC, gross tumor volume (GTV) was contoured on each cone-beam computed tomography (CBCT) image used for image guidance. Intensity modulated radiotherapy (IMRT) planning was performed in the first CBCT (CBCT1) using a baseline plan. For ART planning (ART), re-optimization was performed at $2^{nd}$, $3^{rd}$, and $4^{th}$ CBCTs (CBCT2, CBCT3, and CBCT4) using the same angle and constraint used for the baseline plan. The ART plan was compared with the non-ART plan, which generated copying of the baseline plan to other CBCTs. Average GTV volume was 10.7 cc. Average TVC was -1.5%, 7.3%, and -25.1% in CBCT2, CBCT3, and CBCT4 and the TVC after CBCT3 was significant (p<0.05). However, the nine lesions were increased GTV in CBCT2. In the ART plan, $V_{20\;Gy}$, $D_{1500\;cc}$, and $D_{1000\;cc}$ of lung were significantly decreased (p<0.05), and $V_{30\;Gy}$ and $V_{32\;Gy}$ of the chest wall were also decreased (p<0.05). While D min of planning target volume (PTV) decreased by 8.3% in the non-ART plan of CBCT2 compared with the baseline plan in lesions with increased tumor size (p=0.021), PTV coverage was not compromised in the ART plan. Based on this result, use of the ART plan may improve target coverage and OAR saving. Thus ART using CBCT should be considered in early stage NSCLC with SBRT.

Recognition of Car License Plate by Using Dynamical Thresholding and Neural Network with Enhanced Learning Algorithm (동적인 임계화 방법과 개선된 학습 알고리즘의 신경망을 이용한 차량 번호판 인식)

  • Kim, Gwang-Baek;Kim, Yeong-Ju
    • The KIPS Transactions:PartB
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    • v.9B no.1
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    • pp.119-128
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    • 2002
  • This paper proposes an efficient recognition method of car license plate from the car images by using both the dynamical thresholding and the neural network with enhanced learning algorithm. The car license plate is extracted by the dynamical thresholding based on the structural features and the density rates. Each characters and numbers from the p]ate is also extracted by the contour tracking algorithm. The enhanced neural network is proposed for recognizing them, which has the algorithm of combining the modified ART1 and the supervised learning method. The proposed method has applied to the real-world car images. The simulation results show that the proposed method has better the extraction rates than the methods with information of the gray brightness and the RGB, respectively. And the proposed method has better recognition performance than the conventional backpropagation neural network.

A Study on the Representation of Human Body in Antonio Lopez's Fashion Illustration (Antonio Lopez의 패션일러스트레이션에 나타난 인체재현에 관한 연구)

  • Lee, Kyung-Ah;Geum, Key-Sook
    • Journal of the Korean Society of Costume
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    • v.61 no.1
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    • pp.1-19
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    • 2011
  • The purpose of this study is to pursue the way of human body expression for prospecting of future fashion illustration through research of the methods and meaning expressed in the works of 30 years by Antonio Lopez. The research was conducted by looking into the perception of the body between 1960s and 1980s, when Lopez worked actively, on the basis of the discourse, art and fashion for the femininity and studying the representation method and meaning of the body in his works. Lopez suggested an index of the ideal beauty of the times through the representation of the immature body like a child in the 60s, the glamorous body in the 70s and the exaggerated muscular body in the 80s by predicting the changes of the perception of femininity and ideal beauty. As the result of this research, it is found that Lopez employed the art form for the representation of the body in his works and presented the polysemous implications of the art form in the context of the body expression. In addition, he redefined sexuality by focusing on the code that confronted the conventional women's morals by changing the representation method of the women's pose, and depicted the other's image such as the colored races, departing from the ideal human body based on the white women. Lastly, he deconstructed the human body in various ways, thereby enlarging the concept of the human body in the existing fashion illustration.

A Technical Planning for Emotion Evaluation of Art Performance using the Human Emotional Data (공연에 대한 고객감동 평가를 위한 감성데이터 활용 방안)

  • Moon, Hyo-Jung;Ko, Hee-Kyung;Park, Young-Ho
    • Journal of Digital Contents Society
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    • v.18 no.1
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    • pp.87-91
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    • 2017
  • Recently, several kinds of researches using IoT wearable devices are active in the field of sports, design, emotional sciences and so on. The human bio data such as blood pulse, ECG, SKT signal, and GSR Signal producing from IoT wearable devices such as Watch, Smart-band, Grass can adapt to the meaningful future applications. Using the human's emotional data and a physical status with variation and so on, we can individually get the personal status. Due to knowing the personal emotion or physical status is related and connected to the valuable wallet of customers, the approach is more important in nowadays. Therefore, the personal information can effectively adapt to the marketing of the culture industry, which deals with emotions of customers. The research shows implementation steps for explaining overall architecture of the convergence research between Art and Technologies.

Fashion Typography from a Conceptual Art Perspective (개념미술 관점의 패션 타이포그래피)

  • Park, Soo-Jin
    • Journal of the Korea Convergence Society
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    • v.11 no.1
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    • pp.109-117
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    • 2020
  • This study aims to analyze typographic expressions used in recent fashion trends from the perspective of conceptual art and thus identify a variety of meanings. Towards this end, theoretical considerations were made vis-à-vis the main concepts of research, such as typography and conceptual art, and the ready-made, documentation, intervention and language, which are the expressive features of conceptual art, were applied to fashion typography as analytical frameworks. The results are as follows. The ready-made appears in a way that borrows or transforms the visual identity of other brands, and documentation is utilized in a way that lays tautological or contradictory texts together. Intervention arises, while leading to more complex layers of meaning when borrowing the visual identity of the brand, which is conceptually irrelevant. The language is expressed as statements about contemporary social issues, such as environmental protection, ethical consumption and gender problems. Based on the findings of this study, it can be confirmed that in fashion design, typography serves as an effective marketing tool and a medium of social statements. Moreover, it can expand into the possibility of generating new meanings as a novel way of visual expression.