• Title/Summary/Keyword: Image Style Transfer

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A Novel Cross Channel Self-Attention based Approach for Facial Attribute Editing

  • Xu, Meng;Jin, Rize;Lu, Liangfu;Chung, Tae-Sun
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.15 no.6
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    • pp.2115-2127
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    • 2021
  • Although significant progress has been made in synthesizing visually realistic face images by Generative Adversarial Networks (GANs), there still lacks effective approaches to provide fine-grained control over the generation process for semantic facial attribute editing. In this work, we propose a novel cross channel self-attention based generative adversarial network (CCA-GAN), which weights the importance of multiple channels of features and archives pixel-level feature alignment and conversion, to reduce the impact on irrelevant attributes while editing the target attributes. Evaluation results show that CCA-GAN outperforms state-of-the-art models on the CelebA dataset, reducing Fréchet Inception Distance (FID) and Kernel Inception Distance (KID) by 15~28% and 25~100%, respectively. Furthermore, visualization of generated samples confirms the effect of disentanglement of the proposed model.

Person Re-Identification Method using Image Adaption (영상 변형을 통한 보행자 재 검출 알고리즘)

  • Kwon, Kibum;Cho, Nam Ik
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2020.07a
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    • pp.261-262
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    • 2020
  • 보행자 재 검출 알고리즘, 즉 person Re-Identification 알고리즘은 주어진 영상 내에 존재하는 보행자들 중 특정 보행자를 검출해내는 방법이다. 최근까지 보행자 재 검출 알고리즘에 대한 여러 연구가 진행되어 오고 있지만 기존의 CNN 네트워크를 이용한 보행자 재 검출 알고리즘의 경우, 실제 영상 데이터를 이용하여 보행자 재 검출을 할 경우 주변 환경 조건이나 조명의 조건, 보행자를 촬영한 방향 등에 따라 정확도가 떨어지는 현상이 발행한다. 이에 따라, 보행자 재 검출 알고리즘을 수행하는데 있어서, 조명 등의 조건에 구애 받지 않고 정확한 검출을 할 수 있도록 style transfer를 이용하여 영상을 변형하여 보행자 재검출을 수행하는 연구를 진행한다.

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A Development of Living Cultural Products Design Using Symbol of a Maritime Mokpo City (해양 목포시의 상징 모티브를 이용한 생활문화상품 디자인개발)

  • Park, Mi-Ryung;Park, Hea-Ryung
    • Journal of the Korea Fashion and Costume Design Association
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    • v.12 no.4
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    • pp.103-114
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    • 2010
  • This study aims to examine current status of cultural products in Mokpo city and their problems and develop cultural products design suitable to this situation. Cultural products in Mokpo sold here are made from China and have lower quality or traditional crafts and folkcrafts which can be purchased anywhere in Korea and they are not enough to show identity or image of Mokpo city. So I mixed the logos of 'mokpo city' and 'national maritime museum' based on main motive of 'modern Korean ship and shipbuilding tools' held by 'National Maritime Museum' and 'Goebukseon (turtle ship)' and 'Hanseon' which are suitable to the image of maritime culture as cultural products advocated by Mokpo city and developed one design style for print. This design is applied to T-shirts, necktie, cap, cushion and mug. Silk print, transfer print and needlework techniques are applied to each item and the whole cultural products have design of set concept. It is a case of applying modern product marketing technique to our cultural products not a design for only one item, is aimed to recreate spiritual and cultural value that a region has as daily goods to be used by general consumers and show the chance and possibility to complement shortcomings of existing cultural products and develop traditional culture having locality.

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Development of Hand-drawn Clothing Matching System Based on Neural Network Learning (신경망 모델을 이용한 손그림 의류 매칭 시스템 개발)

  • Lim, Ho-Kyun;Moon, Mi-Kyeong
    • The Journal of the Korea institute of electronic communication sciences
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    • v.16 no.6
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    • pp.1231-1238
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    • 2021
  • Recently, large online shopping malls are providing image search services as well as text or category searches. However, in the case of an image search service, there is a problem in that the search service cannot be used in the absence of an image. This paper describes the development of a system that allows users to find the clothes they want through hand-drawn images of the style of clothes when they search for clothes in an online clothing shopping mall. The hand-drawing data drawn by the user increases the accuracy of matching through neural network learning, and enables matching of clothes using various object detection algorithms. This is expected to increase customer satisfaction with online shopping by allowing users to quickly search for clothing they are looking for.

Visual Model of Pattern Design Based on Deep Convolutional Neural Network

  • Jingjing Ye;Jun Wang
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • v.18 no.2
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    • pp.311-326
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    • 2024
  • The rapid development of neural network technology promotes the neural network model driven by big data to overcome the texture effect of complex objects. Due to the limitations in complex scenes, it is necessary to establish custom template matching and apply it to the research of many fields of computational vision technology. The dependence on high-quality small label sample database data is not very strong, and the machine learning system of deep feature connection to complete the task of texture effect inference and speculation is relatively poor. The style transfer algorithm based on neural network collects and preserves the data of patterns, extracts and modernizes their features. Through the algorithm model, it is easier to present the texture color of patterns and display them digitally. In this paper, according to the texture effect reasoning of custom template matching, the 3D visualization of the target is transformed into a 3D model. The high similarity between the scene to be inferred and the user-defined template is calculated by the user-defined template of the multi-dimensional external feature label. The convolutional neural network is adopted to optimize the external area of the object to improve the sampling quality and computational performance of the sample pyramid structure. The results indicate that the proposed algorithm can accurately capture the significant target, achieve more ablation noise, and improve the visualization results. The proposed deep convolutional neural network optimization algorithm has good rapidity, data accuracy and robustness. The proposed algorithm can adapt to the calculation of more task scenes, display the redundant vision-related information of image conversion, enhance the powerful computing power, and further improve the computational efficiency and accuracy of convolutional networks, which has a high research significance for the study of image information conversion.

FORECAST OF FASHION TO 1995 -Concerning the Behavioral Science Models of Fashion- (예측으로 본 1995년까지의 패션 경향 -패션의 행동 과학 모델을 중심으로-)

Development of Web-based Nursing Education Program for Ostomy Care (장루 관리를 위한 Web 기반 간호교육 프로그램 개발)

  • Hong, Hae-Sook
    • Journal of Home Health Care Nursing
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    • v.10 no.2
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    • pp.141-147
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    • 2003
  • The purpose of this study was to develop and apply a Web-based Nursing Education & Instruction Program to help the clinical nurses improving their knowledge and skills of ostomy care. This program was developed in three different steps: analysis. design. and development. The results of the study were as follows: The analysis step was designed to select the study contents for effective and easy educationthrough the analyses of specialized books. This surveyed and analyzed study contents were categorized into five different sections. Introduction. ostomy classification. ostomy management. elimination management. and life style. After that each section describes necessary information of each category. In the design step. the image files used in this program were created using Adobe Photoshop 6.0. and HTML files were designed and developed using Namo Editor 5.0. In the development step. the developed program was published into Web using FTP (File Transfer Protocol) and then finalized after trial operation for testing of real users. In addition. this Web-based Nursing Education & Instruction Program will be used as excellentand effective tool for continuous and lifelong education in nursingfield. In this study. computer-aided education program was developed for ostomy management and managed at the Web-Server (http://hshong.knu.ac.kr/ostomy) in order to help nurses real-time education in clinical field by this program.

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Improved CycleGAN for underwater ship engine audio translation (수중 선박엔진 음향 변환을 위한 향상된 CycleGAN 알고리즘)

  • Ashraf, Hina;Jeong, Yoon-Sang;Lee, Chong Hyun
    • The Journal of the Acoustical Society of Korea
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    • v.39 no.4
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    • pp.292-302
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    • 2020
  • Machine learning algorithms have made immense contributions in various fields including sonar and radar applications. Recently developed Cycle-Consistency Generative Adversarial Network (CycleGAN), a variant of GAN has been successfully used for unpaired image-to-image translation. We present a modified CycleGAN for translation of underwater ship engine sounds with high perceptual quality. The proposed network is composed of an improved generator model trained to translate underwater audio from one vessel type to other, an improved discriminator to identify the data as real or fake and a modified cycle-consistency loss function. The quantitative and qualitative analysis of the proposed CycleGAN are performed on publicly available underwater dataset ShipsEar by evaluating and comparing Mel-cepstral distortion, pitch contour matching, nearest neighbor comparison and mean opinion score with existing algorithms. The analysis results of the proposed network demonstrate the effectiveness of the proposed network.

Effects of Service Leadership on Job Satisfaction in Family Restaurant (외식산업에 있어서 서비스 리더십이 직무만족에 미치는 영향 - 패밀리레스토랑을 중심으로 -)

  • Jung, Hyun-Young;Yang, Il-Sun;Kim, Hyun-Ah
    • Journal of the Korean Society of Food Science and Nutrition
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    • v.34 no.5
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    • pp.667-673
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    • 2005
  • The purposes of this study were 1) to analyze the preference of leadership style among ${\lceil}$Transformational leadership$\rfloor$ and ${\lceil}$Service leadership$\rfloor$, 2) to examine the differences of the job satisfaction between the high level of service leadership group and low level of the service leadership group and 3) to testify the hypothesis that the service leadership and its 4 elements (belief, attitude, ability, insight) affect the job satisfaction. The questionnaires were developed to measure the service leadership, the preference of leadership style (transfer-mational leadership and service leadership) and Job satisfaction. The surveys were distributed to 120 managers and employees in the family restaurant in Korea, and 104 questionnaires were responded (response rate: $86.7\%$). The SPSS 12.0 package program was used to conduct the descriptive analysis, correlation analysis, t-test and multiple regression analysis. The result of leadership style preference showed the followers preferred the service leadership $(75.0\%)$ to the transformational leadership $(25.0\%)$. Comparing the job satisfaction of high level of service leadership group and that of low level of service leadership group, the job satisfaction of high level of service leadership group was significantly (p<0.001) higher than that of low level of service leadership group (high level of service leadership group: 4.03, low service leadership group: 3.27, measured on a 5-point likert scale). All three factors of job satisfaction (human factor, service system and company image) in high level of leadership group were significantly (p<0.001) higher than those of lower level of service leadership group. The result of multiple regression analysis presented that the service leadership and it's 4 elements (concept, mind, skill, insight) have significant (p=0.000) effects on the job satisfaction. As a conclusion, we examined theoretical framework of service leadership model and testified the applicability in the field of family restaurants. But the service leadership was the new conceptual theory, so there should be the more empirical studies on managers and employees in the service industry.