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Performance analysis of audio super-resolution based on neural networks (신경망 기반 오디오 초 해상도 기술 성능 분석)

  • Lim, Wootaek;Beack, Seungkwon;Sung, Jongmo;Lee, Taejin
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2020.07a
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    • pp.337-339
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    • 2020
  • 오디오 초 해상도 기술은 저 해상도의 오디오 신호를 이용하여 고 해상도의 오디오를 복원 또는 생성해 내는 기술이다. 본 기술 분야는 기존에 주파수 대역 확장, 인공 대역 확장 기술 등으로 연구되었으나, 최근 딥러닝 기술의 발전, 이미지 초 해상도 기술 연구 등에 힘입어 오디오 초 해상도 기술 이라는 이름으로 주로 연구되고 있다. 본 논문에서는 이러한 오디오 초 해상도 기술에 연구 동향에 대하여 설명하고, 기존의 논문 들에서 주로 다루고 있는 음성 데이터 베이스가 아닌 MedleyDB 음악 데이터 베이스를 활용하여 실험을 수행하였다. 실험은 4-폴드 교차 검증을 통해 수행되었으며, 실험 결과 제안하는 컨벌루션 신경망 구조 기반 오디오 초 해상도 기술은 입력 저해상도 오디오 대비 SNR 이 3.41 dB 향상됨을 확인하였다.

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Examining the Feasibility of Utilizing a Large Language Model for Korean Grammatical Error Correction (한국어 맞춤법 교정을 위한 초거대 언어 모델의 잠재적 능력 탐색)

  • Seonmin Koo;Chanjun Park;JeongBae Park;Heuiseok Lim
    • Annual Conference on Human and Language Technology
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    • 2023.10a
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    • pp.61-65
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    • 2023
  • 최근, 대부분의 태스크가 초거대 언어 모델로 통합되고 있을 정도로 많은 관심 및 연구되고 있다. 초거대 언어 모델을 효과적으로 활용하기 위해서는 모델의 능력에 대한 분석이 선행되어야 하나, 한국어에 대한 분석 및 탐색은 상대적으로 부족하다. 본 논문에서는 한국어 맞춤법 교정 태스크를 통해 초거대 언어 모델의 능력을 탐색한다. 맞춤법 교정 태스크는 문장의 구조 및 문법을 이해하는 능력이 필요하며, 사용자의 만족도에 영향을 미칠 수 있는 중요한 태스크이다. 우리는 맞춤법 세부 유형에 따른 ChatGPT의 제로샷 및 퓨샷성능을 평가하여 초거대 언어 모델의 성능 분석을 수행한다. 실험 결과 제로샷의 경우 문장부호 오류의 성능이 가장 우수했으며, 수사 오류의 성능이 가장 낮았다. 또한, 예제를 더 많이 제공할수록 전체적인 모델의 성능이 향상되었으나, 제로샷의 경우보다 오류 유형 간의 성능 차이가 커지는 것을 관찰할 수 있었다.

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Physicochemical Properties of Shinan Seomcho(Spinacia olerecea L.) (신안 섬초(시금치)의 이화학적 특성)

  • Na, Hwan-Sik;Kim, Jin-Young;Mun, Hee;Choi, Gyeong-Cheol;Jeong, Seon-Ho;Cho, Jeong-Young;Ma, Seung-Jin
    • Food Science and Preservation
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    • v.17 no.5
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    • pp.652-658
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    • 2010
  • This study was to investigate physicochemical properties of Shinan seomcho growing in Jeollanamdo. The samples used were Shinan seomcho(Josaeng, Mansaeng varieties), Pohangcho(Josaeng, Mansaeng varieties), Namhaecho (Josaeng, Mansaeng varieties) and greenhouse spinach(Josaeng varieties). The results were as follows ; The thickness of spinach leaves were contained in order of Shinan seomcho > Pohangcho > Namhaecho > greenhouse spinach, and the hardness of those were contained in order of Pohangcho > Namhaecho > Shinan seomcho > greenhouse spinach. In Hunter's color value, L, a, b value in greenhouse spinach was lower than those of the others. Among the spinach varieties, Josaeng-jong(3.39~5.38 mg%) had the highest level of total dietary fiber contents than that of Mansaeng-jong(2.94~3.91 mg%). By regional groups, total dietary fiber were contained in order of Pohangcho > Namhaecho > Shinan seomcho > greenhouse spinach. The free sugar contents in the sample group, Shinan seomcho(4 varieties), Pohangcho(1 variety) and Namhaecho(2 varieties) were higher than those of other spinach varieties. The total sugar contents in the sample group, Shinan seomcho(3 varieties), Pohangcho(1 variety) and Namhaecho(2 varieties) were higher than those of other spinach varieties. Total flavonoid contents of Shinan seomcho(Josaeng-jong) and Namhaecho(Josaeng-jong) were lower than 130 mg%, but the other spinach had more than 130 mg% of total flavonoid contents. Germanium contents were detected in the following order ; Shinan seomcho(47.46 ${\mu}g$/kg) > Namhaecho(30.13 ${\mu}g$/kg) > Pohangcho(26.39 ${\mu}g$/kg) > greenhouse spinach(25.32 ${\mu}g$/kg).

Reading 'Little Manila' along Daehangno : Exploring the Conceptualization of Transnational Spaces (대학로 '리틀마닐라' 읽기 : 초국가적 공간의 성격 규명을 위한 탐색)

  • Jung, Hun-Joo
    • Journal of the Korean association of regional geographers
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    • v.16 no.3
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    • pp.295-314
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    • 2010
  • The paper attempts to balance the discourses of transnational spaces that have focused on de-territorialization, by emphasizing that transnational spaces are maintained also through re-territorialization. Reviewing the literature of transnational social fields, translocality, multicultural spaces and transnational places, I aim to show the way the main issues from the literature help understand an actually existing transnational space, Little Mania in Daehangno, Seoul. I specifically address the dialectic relation between de-territorialization and re-territorialization, multi-scalar networks, and hybridity of multicultural spaces in interpreting the weekend enclave of Filipinos in Seoul. I argues that Little Manila is a grounded translocality operating through multi-scaled networks of various actors. Furthermore, it is not a unified space where one dominant Filipino identity stands out. Different Filipinos and Filipinas constitute the space imagining different homes. It is also a multicultural space open to other minorities, which suggests the possibility of alternative spatial politics based on co-presence of different 'Others'.

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Nonlinearity in the Somatosensory Cortex Response to Vibrotactile Stimulator in fMRI (기능성 자기공명영상에서 진동자극에 대한 감각피질의 비선형성)

  • Lee, Hyun-Sook
    • Progress in Medical Physics
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    • v.17 no.3
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    • pp.159-166
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    • 2006
  • The nonlinearity of hemodynamic response in the somatosensory cortex was investigated with vibrotactile stimulation. The stimuli consisted of a train of 25 Hz, each tasting five different duration periods, 2 s, 4 s, 8 s 12 s, or 16 s with 20 sec periods of no vibration in a pseudo-random order. In order to understand the linearity on the change of stimulus duration for somatosensory cortex, two different tests- checking the linearity of system and finding the impulse response function from gamma-variate function were applied to analyze the hemodynamic response functions. They have produced nearly same results. The BOLD response in the somatosensory cortex Is nonlinear for stimuli of less than 8 seconds, but nearly linear for stimuli greater than 8 seconds. The amplitude, area, TTP, and FWHM as functions of the stimulus duration were calculated and showed a significant downward trend with Increasing stimulus duration for the amplitude and the area. It supports the ranges of nonlinearity are less than 8 seconds.

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Increase of International Marriage in the Northern Vietnam and a Transnational Social Space (베트남 북부지역의 국제결혼의 증가와 초국가적 사회공간)

  • Jo, Hyun-Mi
    • Journal of the Korean association of regional geographers
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    • v.19 no.3
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    • pp.494-513
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    • 2013
  • In this study, a transnational social space which emerges in a rural village of the northern Vietnam called 'Korean Village' is analyzed. The immigrant women of whom the spouses are Korean were forming transnational network with family members through which frequent and active communications took place. At the same time materialistic exchanges were occurring by means of remittance. Like most rural areas where up-to-date life patterns co-exist with outdated ones, the studied region was turning into a transnational social space under the influence of indigenous locallity, culture and other economic factors. Women were found to play a virtual role as resonator in practicing the transnational activity of migration. With the migration routes getting more and more solidified, the evolution of the transnational social space and the role of resonator, the form of transnational migration which makes involved young women look like a sacrifice is ceaselessly expanding around a specific region. This is noticeable because a rural village seemingly far away from internationalization is not only becoming the transnational social space but also a stage of its evolution.

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Preference survey on the development of a bath preparation used by Zizania latifolia (고장초(Zizania latifolia)를 이용한 입욕제 개발제품의 선호도 조사)

  • Oh, Pyung-Il;Hong, Seung-Hui;Lee, Han-Chun;Moon, Kyung-Rye;Lee, Mi-Ja
    • The Journal of the Korea institute of electronic communication sciences
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    • v.8 no.7
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    • pp.1111-1120
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    • 2013
  • Zizania latifola has used for folk medicine in Korea. It is effective in treating skin trouble and sensitivity skins. The purpose of this study was to develop high valuable types of bath preparation of Zizania latifolia. The natural materials were manufactured by the mixed ratio of Zizania latifolia. Product was manufactured by the mixed ratio of Zizania latifolia and 3 natural materials. Green tea was highest in sensory evaluation as similar with Zizania latifolia. optimum condition of mixed ratio was adaptive 50% Houttuynia cordata, 30% green tea with 20% Artemisia vularis. Product's sensory evaluation was showed best in mixing 40% and Zizania latifolia extract 60%. There were optimal condition for manufacturing of cleansing. Therefore, The development of a bath preparation used by Zizania latifolia is very useful for manufacturing cleansing. We suggest that it help for improve skin trouble and make healthy skin.

CG/VR Image Super-Resolution Using Balanced Attention Mechanism (Balanced Attention Mechanism을 활용한 CG/VR 영상의 초해상화)

  • Kim, Sowon;Park, Hanhoon
    • Journal of the Institute of Convergence Signal Processing
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    • v.22 no.4
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    • pp.156-163
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    • 2021
  • Attention mechanisms have been used in deep learning-based computer vision systems, including single image super-resolution (SISR) networks. However, existing SISR networks with attention mechanism focused on real image super-resolution, so it is hard to know whether they are available for CG or VR images. In this paper, we attempt to apply a recent attention module, called balanced attention mechanism (BAM) module, to 12 state-of-the-art SISR networks, and then check whether the BAM module can achieve performance improvement in CG or VR image super-resolution. In our experiments, it has been confirmed that the performance improvement in CG or VR image super-resolution is limited and depends on data characteristics, size, and network type.

Single Image Super Resolution using sub-Edge Extraction based on Hierarchical Structure (계층적 보조 경계 추출을 이용한 단일 영상의 초해상도 기법)

  • Hyun Ho, Han
    • Journal of Digital Policy
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    • v.1 no.2
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    • pp.53-59
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    • 2022
  • In this paper, we proposed a method using sub-edge information extracted through a hierarchical structure in the process of generating super resolution based on a single image. In order to improve the quality of super resolution, it is necessary to clearly distinguish the shape of each area while clearly expressing the boundary area in the image. The proposed method assists edge information of the image in deep learning based super resolution method to create an improved super resolution result while maintaining the structural shape of the boundary region, which is an important factor determining the quality in the super resolution process. In addition to the group convolution structure for performing deep learning based super resolution, a separate hierarchical edge accumulation extraction process based on high-frequency band information for sub-edge extraction is proposed, and a method of using it as an auxiliary feature is proposed. Experimental results showed about 1% performance improvement in PSNR and SSIM compared to the existing super resolution.