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Implementation of CNN-based Classification Training Model for Unstructured Fashion Image Retrieval using Preprocessing with MASK R-CNN (비정형 패션 이미지 검색을 위한 MASK R-CNN 선형처리 기반 CNN 분류 학습모델 구현)

  • Seunga, Cho;Hayoung, Lee;Hyelim, Jang;Kyuri, Kim;Hyeon-Ji, Lee;Bong-Ki, Son;Jaeho, Lee
    • Journal of Korea Society of Industrial Information Systems
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    • v.27 no.6
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    • pp.13-23
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    • 2022
  • In this paper, we propose a detailed component image classification algorithm by fashion item for unstructured data retrieval in the fashion field. Due to the COVID-19 environment, AI-based online shopping malls are increasing recently. However, there is a limit to accurate unstructured data search with existing keyword search and personalized style recommendations based on user surfing behavior. In this study, pre-processing using Mask R-CNN was conducted using images crawled from online shopping sites and then classified components for each fashion item through CNN. We obtain the accuaracy for collar of the shirt's as 93.28%, the pattern of the shirt as 98.10%, the 3 classese fit of the jeans as 91.73%, And, we further obtained one for the 4 classes fit of jeans as 81.59% and the color of the jeans as 93.91%. At the results for the decorated items, we also obtained the accuract of the washing of the jeans as 91.20% and the demage of jeans accuaracy as 92.96%.

The Growth Performances of Fraxinus rhynchophylla According to Planting Density over Seven Years after Planting (식재밀도에 따른 물푸레나무 조림목 식재 후 7년간의 생장 특성)

  • Seung Hyun, Han;A-Ram, Yang;Nam Jin, Noh;Min Seok, Cho
    • Journal of Korean Society of Forest Science
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    • v.111 no.4
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    • pp.482-489
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    • 2022
  • This study aimed to determine the optimal planting density of Fraxinus rhynchophylla assessed from the early growth performance at various planting densities over the 7-year period after planting. The study site was in Pyeongchang County, South Korea, and seedlings of 2-year-old (bare-root seedlings) F. rhynchophylla were planted at four densities (3,000, 5,000, 7,000, and 10,000 trees ha-1) in March 2015. The survival rate, root-collar diameter (RCD), and height (H) were measured from 2015 to 2021, and the H/D (H/RCD) ratio and stem volume were calculated. The survival rate (84-97%) and H/D ratio (54.5-59.2%) were not affected by the planting density during the study period, but the RCD, H, and stem volume were significantly higher for 7,000 trees ha-1 than for other planting densities. Especially, the stem volume (cm3 tree-1) at 7 years after planting was highest for 7,000 trees ha-1 (1,356.1), followed by 10,000 trees ha-1 (958.6), 5,000 trees ha-1 (773.0), and 3,000 trees ha-1 (579.5). As the planting density increased, F. rhynchophylla seedlings showed initial rapid growth due to light competition, but relatively low growth at excessive planting densities. In the future, use of a suitable planting density considering planting costs should provide outstanding growth performance of F. rhynchophylla on plantations.

Effects of Drip Irrigation Treatment on the Quality of 4- and 8-year-old Prunus × yedoensis Matsum. Seedlings in a Container Nursery (컨테이너 재배에서 점적 관수처리가 왕벚나무 4, 8년생 묘목의 품질에 미치는 영향)

  • Yoon, Jun-Hyuck;Jin, Eon-Ju;Bae, Eun-Ji
    • Journal of Korean Society of Forest Science
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    • v.111 no.3
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    • pp.394-404
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    • 2022
  • This study was conducted to optimize the amount of drip irrigation for Prunus×yedoensis Matsum., one of the major medium-sized landscaping trees used mainly for streetscapes and as ornamentals. The experiment was conducted in a container nursery, where we assessed the growth and physiological characteristics of 4- and 8-year-old seedlings watered at different rates (x) by a drip irrigation system. The relative growth rates (based on height and root collar diameter (RCD) measurements) were highest at 288 and 416 L/year/tree for the 4- and 8-year-old containerized seedlings, respectively. These age and treatment combinations also produced significantly different dry weight and seedling quality index values, indicating good growth. The two age groups had significantly different total root lengths, root diameters, and root volumes under these respective irrigation treatments. In addition, the 4-year-old containerized seedlings irrigated at 288 L/year/tree and the 8-year-old containerized seedlings irrigated at 416 L/year/tree had the highest activations in their chlorophyll contents. Overall, the results (differences in irrigation amounts affect the seedlings morphological relative growth, biomass growth, seedling quality, and physiological reaction) indicate that the optimal irrigation amounts for container-grown Prunus×yedoensis are 288 L/year/tree for 4-year-old (RCD class, 3cm) and 416 L/year/tree for 8-year-old (RCD class, 7 cm) containerized seedlings.

Effect of Biochar Treatment on the Growth Characteristics of Q. variabilis for the Restoration of Post-fire Forest Areas (산불피해지 복원을 위한 바이오차 처리가 굴참나무 묘목 생육에 미치는 영향)

  • Yu Gyeong Jung;So Jin Kim;Ju Eun Kim;Jeong Hyeon Bae;Won Seok Kang;Young Geun Lee;Ki Hyung Park
    • Journal of Korean Society of Forest Science
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    • v.112 no.3
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    • pp.290-302
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    • 2023
  • The aim of this study was to examine the changes in the initial tree growth characteristics of Q. variabilis planted in forest fire-damaged areas treated with soil moisturizers such as biochar and to identify the factors that affect tree growth. To evaluate the effectiveness of soil moisture treatment in the area planted with QV, an experimental plot was created according to the treatment method (spread and mix) and treatment ratio (0, 4, and 40 t/ha). The survival rate of QV was 20% higher in the treatment plot than in the control plot. The height and root collar diameter (RCD)growths of QV were high on the northern slope with spread treatment and on the southern slope with mix treatment. The relative growth rate (RGR) according to the soil moisturizer treatment method was higher in the mix treatment, showing a significant difference in RCD. The northern slope had a higher RGR and significant growth rate. This suggests that the growth improvement effect may depend on the soil moisturizer treatment method. The aspect or treatment method affectsthe drying conditions of the soil, which in turn affects its moisture content or nutrient dynamics. The present research results can be used to establish soil moisturizer treatment standards that are suitable for growth purposes. In addition, this study demonstrates that biochar treatment can be considered as an effective alternative to boost biomass and facilitate early restoration of forest fire-damaged areas.

A Survey on the Purchase and Preference of Golf Wear for Men and Women in Their 40s, 50, and 60s (40~60대 남녀의 골프웨어 구매 및 선호실태조사)

  • Kyung Ja Paek
    • The Journal of the Convergence on Culture Technology
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    • v.9 no.4
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    • pp.727-737
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    • 2023
  • This study aimed to provide basic data for the design and R&D of golf wear intended for 64 people in their 40s, 50s, and 60s by identifying the needs for golfers through a survey of golf wear purchasing conditions and preferences. The findings shows that purchases are made at permanent discount stores, and information about products are discovered through TV and Internet advertisements. Golf wear is purchased once or twice a year, with annual expenditures ranging from KRW 500,000 to less than 1 million, with single purchases ranging from KRW 200,000 to less than 500,000. When purchasing golf wear, design was considered first, with women preferring white garment, while men preferred black and gray ones. Men tended to prefer a PK collar button fastening style, while women preferred a knit style with a round neckline. Women preferred semi-fitted and fitted styles, while men preferred semi-fitted and loose-fitting styles, showing significant differences. When considering the production of golf wear, the younger the age of the consumer, the more the results indicated that the design needed to look younger, so it is the necessary to design golf wear that reflects the functional need of golfer while prioritizing designs for various ages.

Characteristics of Seedling Quality of Rhus javanica L. 1-year-old Container Seedling by Fertilization Level (붉나무 1년생 용기묘의 시비수준별 묘목품질 특성)

  • Yang Soo Kim;Sang Geun Kim;Jung Suk Um;Geun Sik Kim;Ki Seon Song;Jae Sun Yi
    • Proceedings of the Plant Resources Society of Korea Conference
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    • 2022.09a
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    • pp.74-74
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    • 2022
  • 본 연구는 붉나무의 기능성 성분의 산업화 활용을 위한 고품질의 붉나무 1년생 용기묘 대량생산을 위해 실시되었다. 붉나무 1년생 용기묘의 묘목품질의 향상을 위해 다양한 농도의 시비처리하여 우량묘 생산에 적합한 시비수준을 구명하고자 하였다. 시비실험은 무시비구 포함하여 수용성 복합비료 (N:P:K=20:20:20, v/v)를 1,000mg·L-1, 2,000mg·L-1, 3,000mg·L-1 수준으로 실시하였다. 시비처리는 붉나무 용기묘의 간장과 근원경 생장은 1,000mg·L-1 시비처리구에서 생장이 가장 좋게 나타났으며 시비수준이 증가할수록 감소하는 경향을 보였다. 뿌리형태 특성분석에서도 전체뿌리길이, 투영단면적, 표면적 및 뿌리부피가 간장과 근원경 생장과 동일한 경향을 보이는 것으로 조사되었다. 건물 생산량은 부위별 잎, 줄기, 뿌리 및 전체가 모두 1,000mg·L-1 시비처리구에서 가장 높았으며, 그 이상의 시비수준에서는 점점 감소하는 경향을 보였다. H/D(Hight/Root collar diameter)율은 전체가 3.82(무시비구) ~ 4.90, T/R(Top/Root)율은 전체가 0.56(1,000mg·L-1 시비처리구) ~ 0.82로 조사되었다. 시비처리 에 의한 붉나무의 LWR(Leaf dry weight ratio)은 무시비구, SWR(Shoot dry weight ratio)은 3,000mg·L-1 시비처리구, 그리고 RWR(Root dry weight ratio)은 1,000mg·L-1 시비처리구에서 유의적 차이를 보이며 높게 나타났다. 묘목품질지수(QI)의 경우 1,000mg·L-1 시비처리구에서 12.13으로 다른 시비수준들보다 월등히 높았다. 본 실험의 결과를 종합하면, 뿌리발달이 좋은 우량한 붉나무 생산에 적절한 시비수준은 1,000mg·L-1 정도인 것으로 판단된다.

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Association between receiving work communications outside of work hours via telecommunication devices and work-related headaches and eyestrain: a cross-sectional analysis of the 6th Korean Working Conditions Survey

  • Yoon-Soo Jang;Jae-Han Lee;Na-Rae Lee;Dong-Woo Kim;June-Hee Lee;Kyung-Jae Lee
    • Annals of Occupational and Environmental Medicine
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    • v.35
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    • pp.50.1-50.11
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    • 2023
  • Background: The rise in telecommuting or non-face-to-face work owing to the coronavirus disease 2019 pandemic has fueled conversations regarding the "right to disconnect." Although evidence suggests that receiving work-related communications through telecommunication devices outside of work hours may lead to various symptoms and illnesses, limited research has been undertaken on these symptoms. This study therefore aims to investigate the correlation between receiving work communications through telecommunication devices after work hours and the occurrence of work-related headaches and eyestrain in full-time, non-shift white-collar workers. Methods: This study used data from the 6th Korean Working Conditions Survey. The frequency of using telecommunication devices for work purposes outside of working hours was divided into five categories: "Every day," "Several times a week," "Several times a month," "Rarely," and "Never." Work-related headaches and eyestrain were categorized based on a "yes" or "no" response to the survey questions. Descriptive statistics, χ2 tests, and multiple logistic regression analyses were performed using SPSS 27.0. Results: After adjusting for sex, age, income level, education, occupation, workplace size, work hours, and sleep disorders, the odds ratio (OR) of work-related headaches and eyestrain based on frequency of telecommunication device usage were as follows: "rarely" (OR: 1.292; 95% confidence interval [CI]: 1.111-1.503), "several times a month" (OR: 1.551; 95% CI: 1.249-1.926), "several times a week" (OR: 1.474; 95% CI: 1.217-1.784), and "every day" (OR: 1.548; 95% CI: 1.321-1.813). Conclusions: Employees who use telecommunication devices for work after regular hours are more susceptible to experiencing work-related headaches and eyestrain compared to those who do not. However, there is a dearth of research examining the physical and mental health impacts of using telecommunication devices for after-hours work. Furthermore, the existing preventative measures in Korea are insufficient. Consequently, it is imperative to develop effective measures and conduct additional research to address this issue.

A Research on the Men's Costume on the Bigdata of Movie Napoleon

  • Weolkye KIM;Sangwon LEE
    • International Journal of Advanced Culture Technology
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    • v.12 no.3
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    • pp.29-36
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    • 2024
  • The public can now access movies faster and more easily thanks to over-the-top (OTT) services. The audience may be impacted by period dramas, where accurate costume reproduction is crucial. For filmmakers, it is critical to replicate period costumes using precise historical information. The goal of this study is to act as a reference so that, when it comes to period dramas, viewers can evaluate them using impartial criteria and movie producers can use data based on fact to plan their costumes. The film Napoleon won the British Academy Award for Costume after hiring costume experts to create 95% of the entire costume, according to data from the Napoleon I Museum. Following the French Revolution, the ostentatious and ornate men's attire vanished, to be replaced by a more modest and functional outfit. For tops, vests were cut to waist length, shirts, cravats, and carrick were worn, and tailcoats were the norm. The pants were swapped out for loose-fitting ones. The glitzy hues and embellishments from the bygone era progressively vanished and formed the foundation of the contemporary men's costume, which is dominated by black. The hats worn were tricorn, bicorn, top hat, and bowler, and the hairstyle changed from long to short gradually. The civil class wore short tops called carmagnoles. Napoleon wore a high-collared Napoleon collar and a tailcoat with a bicorn, which became his emblem. Green, navy, and white were the colors of the uniform, and a gray woolen coat was worn outside. The elaborately decorated costumes were worn to court and to banquets; the Napoleonic coronation costume was embellished with gold embroidery on silk, red velvet, and martyred hair; the post-revolutionary costumes gradually became more colorful. In the movie Napoleon, period clothing items were well represented, with the aristocracies wearing dark tailcoats, vests, shirts, and cravats. Based on the data from the men's costume, Napoleon's outfit in the movie was made more similarly. This study's limitation is that not every character in the movie could have their costume examined, and the material matter could not be precisely determined by examining the images displayed on the screen. Given that portraits typically feature a great deal of noble imagery, the clothing worn by common people is also associated with data limitations when it comes to movie costume design.

Differences on Growth, Photosynthesis and Pigment Contents of Open-pollinated Pinus densiflora Families Under Elevated Temperature and Drought (온도 증가와 건조 스트레스에 따른 소나무 풍매차대묘의 가계간 생장, 광합성 및 광색소 함량 차이)

  • Kim, Gil Nam;Han, Sim-Hee;Park, Gwan Soo
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.16 no.4
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    • pp.285-296
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    • 2014
  • The impacts of high temperature and drought were studied on the seedlings of three families (superiorgangwon74, intermediate-gangwon77 and inferior-gangwon132) of P. densiflora which had been selected by the based on the growth indexes of 32-year-old. The seedlings were grown in controlled-environment growth chambers with combinations of four temperatures ($-3^{\circ}C$, $0^{\circ}C$, $+3^{\circ}C$ $+6^{\circ}C$; based on the monthly average for 30 years in Korea) and two water conditions (control, drought). The growth performance, photosynthetic parameters and photosynthetic pigment contents were measured at every 30 days under four temperatures and drought condition, and the end of each treatment. The superior family showed higher relative diameter at root collar growth rate and the dry weight than intermediate and inferior family in all treatments. Under elevated temperature and drought condition, growth rate was decreased, and seedlings showed lower growth rate than that of control in three families under low temperature. Photosynthetic rate, stomatal conductance and transpiration rate of three families decreased with the increase of temperature and drought condition, and that of seedlings under low temperature was lower than control. But under elevated temperature and drought condition, water use efficiency increased in three families. Photosynthetic pigment contents of leaves decreased under the increase of temperature and drought condition, but chlorophyll a/b ratio increased with the increase of temperature and drought condition in three families. The superior family showed higher total chlorophyll content than intermediate and inferior family in all treatments. In conclusion, P. densiflora is under changed temperature and drought condition, growth was decreased, seedlings more affected in elevated temperature than that of decreased temperature. The increase in monthly average temperature in Korea of more than $6^{\circ}C$, P. densiflora seedling growth in depending on region may decrease. In this study, the superior family(gangwon74) showed more excellent growth and physiological responses than intermediate (gangwon77) and inferior(gangwon132) family under changes temperature and drought.

Ecology of the Forest Birds in Mt. Chiri, Korea (한국산(韓國產) 산림조류(山林鳥類)의 서식생태(棲息生態) - 지리산지역(智異山地域)을 중심(中心)으로 -)

  • Choi, Jai Sik;Kim, Jai Saing
    • Journal of Korean Society of Forest Science
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    • v.80 no.2
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    • pp.162-176
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    • 1991
  • For the purpose of contributing to wild birds protection and propagation, distribution characteristics and ecological breeding habitats were surveyed in Mt. Chiri from September, 1986 to December, 1989 by the use of the nestboxes installed in four study sites by the altitude. The results were as follows ; 1. During the study period, observed birds were 2,403 individuals belong to 59 species, especially, at the 1,400m above altitude the rare species, Falco tinnunculus and the protecting bird species such as Ninox scutulata, Strix aluco and Prunella collaris were observed. 2. In the inhabitation structure of birds by the altitude, Fringilla montfringilla was the highest dominance (41.33%) among the inhabitated birds in the surveyed area. 3. Phasianus colchicus and Streptopelia orientalis which were mainly inhabited in hilly area were observed until the altitude of 900m. 4. The 92.5% of nest boxes was mainly used by the small birds, Parus spp. and Sitta europaea. These species preferred the nest boxes installed at the edge or along the mountaineering path, because they could get food and water easily from those places. 5. The utilization rate of the nest boxes was showed 86% at 500m, 96% at 900m, 98% at 1,400m and 90% at 1,700m above the altitude, respectively. 6. The breeding rate of birds in the nest boxes was showed from 6% to 46% by altitude. Parus varius was the highest breeding species in the surveyed area. These birds inhabited above 500m laid eggs from 15th, April to 22th, May(n=22), but those above 1,700m laid eggs from 28th, April to 27th, May(n=13), that 13 days were delayed at high altitude. 7. Food items of the chicks of the 5 species collected by the collar method were animal matters ; 91.3% of the food was forest insects such as Phalera asiimilis and Pleuroptya batteata except 8.7% of spiders.

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