• Title/Summary/Keyword: dense sampling

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Improvement of Accuracy for Human Action Recognition by Histogram of Changing Points and Average Speed Descriptors

  • Vu, Thi Ly;Do, Trung Dung;Jin, Cheng-Bin;Li, Shengzhe;Nguyen, Van Huan;Kim, Hakil;Lee, Chongho
    • Journal of Computing Science and Engineering
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    • v.9 no.1
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    • pp.29-38
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    • 2015
  • Human action recognition has become an important research topic in computer vision area recently due to many applications in the real world, such as video surveillance, video retrieval, video analysis, and human-computer interaction. The goal of this paper is to evaluate descriptors which have recently been used in action recognition, namely Histogram of Oriented Gradient (HOG) and Histogram of Optical Flow (HOF). This paper also proposes new descriptors to represent the change of points within each part of a human body, caused by actions named as Histogram of Changing Points (HCP) and so-called Average Speed (AS) which measures the average speed of actions. The descriptors are combined to build a strong descriptor to represent human actions by modeling the information about appearance, local motion, and changes on each part of the body, as well as motion speed. The effectiveness of these new descriptors is evaluated in the experiments on KTH and Hollywood datasets.

Portable Soil pH Sensor Using ISFET Electrode

  • Hong, Youngsin;Chung, Sun-Ok;Park, Jongwon;Hong, Youngki
    • Journal of information and communication convergence engineering
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    • v.20 no.1
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    • pp.49-57
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    • 2022
  • Fertilizers have long been used to increase crop yields; however, farmers are still having difficulties in managing fertilizers for growing crops as well as economic problems. The conventional method of soil sampling and laboratory analysis to determine soil pH is time consuming and costly; therefore, a portable pH sensor is developed to characterize spatial or temporal variability within fields via rapid and dense data acquisition. The portable pH sensor comprises an electrode unit, a portable console, and a USB connector. The soil water content (SWC) and electrical conductivity (EC) affect the electrical resistance of soil. An artificial test soil is performed to evaluate the effect of SWC and EC on soil pH. The test results show that stable pH measurements are achieved at SWCs greater than 20 mL (16.3%). Regardless of the SWC, the electric potential difference (EPD) remains at 2.5 g of NaCl. As the EC increases in the soil samples, the EPD increases.

Efficient contrastive learning method through the effective hard negative sampling from DPR (DPR의 효과적인 하드 네거티브 샘플링을 통한 효율적인 대조학습 방법)

  • Seong-Heum Park;Hongjin Kim;Jin-Xia Huang;Oh-Woog Kwon;Harksoo Kim
    • Annual Conference on Human and Language Technology
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    • 2022.10a
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    • pp.348-353
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    • 2022
  • 최근 신경망 기반의 언어모델이 발전함에 따라 대부분의 검색 모델에서는 Bi-encoder를 기반으로한 Dense retrieval 모델에 대한 연구가 진행되고 있다. 특히 DPR은 BM25를 통해 정답 문서와 유사한 정보를 가진 하드 네거티브를 사용하여 대조학습을 통해 성능을 더욱 끌어올린다. 그러나 BM25로 검색된 하드 네거티브는 term-base의 유사도를 통해 뽑히기 때문에, 의미적으로 비슷한 내용을 갖는 하드 네거티브의 역할을 제대로 수행하지 못하고 대조학습의 효율성을 낮출 가능성이 있다. 따라서 DRP의 대조학습에서 하드 네거티브의 역할을 본질적으로 수행할 수 있는 문서를 샘플링 하는 방법을 제시하고, 이때 얻은 하드 네거티브의 집합을 주기적으로 업데이트 하여 효과적으로 대조학습을 진행하는 방법을 제안한다. 지식 기반 대화 데이터셋인 MultiDoc2Dial을 통해 평가를 수행하였으며, 실험 결과 기존 방식보다 더 높은 성능을 나타낸다.

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Depth Upsampling Method Using Total Generalized Variation (일반적 총변이를 이용한 깊이맵 업샘플링 방법)

  • Hong, Su-Min;Ho, Yo-Sung
    • Journal of Broadcast Engineering
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    • v.21 no.6
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    • pp.957-964
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    • 2016
  • Acquisition of reliable depth maps is a critical requirement in many applications such as 3D videos and free-viewpoint TV. Depth information can be obtained from the object directly using physical sensors, such as infrared ray (IR) sensors. Recently, Time-of-Flight (ToF) range camera including KINECT depth camera became popular alternatives for dense depth sensing. Although ToF cameras can capture depth information for object in real time, but are noisy and subject to low resolutions. Recently, filter-based depth up-sampling algorithms such as joint bilateral upsampling (JBU) and noise-aware filter for depth up-sampling (NAFDU) have been proposed to get high quality depth information. However, these methods often lead to texture copying in the upsampled depth map. To overcome this limitation, we formulate a convex optimization problem using higher order regularization for depth map upsampling. We decrease the texture copying problem of the upsampled depth map by using edge weighting term that chosen by the edge information. Experimental results have shown that our scheme produced more reliable depth maps compared with previous methods.

Hydroacoustic Observations on the Diel Distribution and Activity Patterns of Fishes in the East China Sea II - Vertical Speed of Migration and Variation in Scattering Strength - (동중국해에 있어서 어족생물의 일주기적 여영행동특성에 관한 연구 II - 연직이동속도 및 산란강도의 변동 -)

  • 이대재
    • Journal of the Korean Society of Fisheries and Ocean Technology
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    • v.30 no.4
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    • pp.251-262
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    • 1994
  • The speed of vertical migration and the volume backscattering strength of the scattering layers during the evening and morning transitions between day and night were measured in November 1990-1992 in thermally stratified waters of the East China Sea. Acoustical measurements were carried out using a scientific echo-sounder operating at t재 frequencies of 25 and 100kHz, and using an echo-integration system connected with a micro-computer. Biological sampling was accomplished by bottom trawling to identify fish species recorded on the echo sounder, and the species and length compositions were determined. The values of scattering strength were allocated to group of fishes according to the fish traces on the echo recording paper and the species composition of trawl catches. The vertical velocities of migration derived from the changes in the depths and the values of peak scattering strength of the dense layer vertically migrating toward the bottom or toward the surface. The trawl data suggest that snailfish and fishing frog were the most abundant fishes in all research stations. As sunrise approached, the fish formed a strong concentration just above the thermocline. The the highest values of scattering strength in the entire water column appeared in the depth strata above the thermocline just before the begining of downward migration. As soon as the fish began to migrate downwards across the thermocline, the values of the scattering strength in the depth strata above the thermocline rapidly decreased, while the values for the scattering layer moving slowly toward the bottom gradually increased. During the 1992 surveys, the speed of the vertical migration was estimated to be 0.38m/min in the upward migration and 0.32m/min in the downward migration, respectively. That is the rate of vertical migration was slightly higher at dusk than at dawn. Similar migration patterns were observed on different stations and under different weather conditions during the surveys in 1990.

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Ecological Characteristics of Limnoperna fortunei in an Enclosed Facility of Water Supply Pipeline (폐쇄공간 송수관로 수역내 민물담치의 생태특성)

  • Shin, Yee-Sook;Chong, Sun-A;Shin, Jae-Ki
    • Journal of Korean Society on Water Environment
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    • v.29 no.3
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    • pp.420-427
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    • 2013
  • In this study, the ecological characteristics of Limnoperna fortunei were surveyed as a preceding research to solve the problem such as biofouling or biowaste caused by those organisms in the closed water pipeline. Limnoperna fortunei was collected not in the main reaches of Somjin River but inside and outside of the intake tower which is located in the lower part of Sueo Reservoir. The dense populations were found at the inlet mouth and near part of the pipeline. Their byssuses were formed as a thick and tightly interwind mat. The rusted parts of the pipeline hold relatively more shells than those of the normal parts. Average count of the numbers ranged $12.1{\sim}136.5ind./m^2$ through the sampling stations (A,B and C). The amount of attached shells at each station were A=386, B=258, and C=71, respectively. The relationships of shell height-length and shell length-width were proportional. The majority sizes in each station ranged A=20.01~22.00 mm (33.9%), B=10.01~14.00 mm (51.2%), and C=18.01~20.00 mm (22.5%), 24.01~26.00 mm (21.1%), respectively. Most of the bigger size of shells on C station was found dead. The ecological habitat seemed less suitable for Limnoperna fortunei when they located farther away from the intake tower of reservoir. From now on, it is necessary to consider the continuous monitoring of this organism.

Verification on the Reduction Technique of Measurement Time of Total Radiated Power (TRP) by Using Effective Isotropic Radiated Power (EIRP) in 5G Frequency Band (유효등방복사전력(EIRP)을 활용한 5G 주파수 대역 총복사전력(TRP) 측정시간의 단축방안 검증)

  • Kim, Dong-Woo;Oh, Soon-Soo
    • The Journal of the Korea institute of electronic communication sciences
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    • v.15 no.5
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    • pp.835-840
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    • 2020
  • In this paper, we described the verification results on method by using the computer simulation and practical experiment for reduction of total radiated power (TRP) measurement time consuming tens of hours. TRP measurements are used in the 5G band in order to exactly evaluate the wireless communication equipment, but it takes a long measurement time because of dense sampling interval. Moreover, if there are various beam forming scenarios, the total measurement time increases exponentially. Therefore, the world-wide research on reduction method of the TRP measurement time is intensively on going. The verified method in this paper is to calculate the TRP through effective isotropical radiated power (EIRP). At first, the relation of TRP and EIRP was investigated, and an antenna for testing was designed and constructed. And, the amount of error was analyzed through simulation and measurement. The analysed results showed that the derived TRP through EIRP has very small error. This method could be applied for TRP measurements of 5G wireless communication equipments.

Seasonal and Stational Variation of SS and COD and Their Relationship in Doam Bay (도암만 수질의 부유물질 농도와 화학적 산소요구량의 시·공간적 특성 및 상관관계)

  • Chang, Ji-Seong;Chang, Ji-Hye;Cho, Misun;Kahng, Hyung-Yeel;Jung, Jae-Sung;Ahn, Samyoung
    • Journal of Environmental Science International
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    • v.23 no.5
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    • pp.973-984
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    • 2014
  • Seasonal and stational variation of SS and COD were investigated from February 2008 to December 2010 and the relationship between them was discussed. During three years monitoring, SS decreased significantly (46% decline) possibly due to the increase of precipitation and thereby resulting salinity drop. COD on average was the highest in 2009. SS was the highest in autumn and the lowest in winter, and over 72% of SS was FSS. While SS is high in the upper sampling stations of the bay with shallow water, COD values do not show any relationship to the geomorphological characteristics. $COD_{ins}$, which was defined as COD after filtration, ranged 56%(winter) ~ 44.6%(summer) and showed no correlation with SS. It indicates that high SS concentration is not necessarily related to the high $COD_{ins}$. The seasonal $COD_{ins}$/SS data, which can be interpreted as COD density in SS, shows that SS in winter contains the dense COD materials compared to the other seasons.

Nutritional Quality of Korean Adults' Consumption of Lunch Prepared at Home, Commercial Places, and Institutions: Analysis of the Data from the 2001 National Health and Nutrition Survey (한국 성인의 점심식사에서 가정식, 상업적 외식 및 급식의 영양평가: 2001 국민건강.영양조사 자료의 분석)

  • Chung, Sang-Jin;Kang, Seung-Ho;Song, Su-Min;Ryu, Si-Hyun;Yoon, Ji-Hyun
    • Journal of Nutrition and Health
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    • v.39 no.8
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    • pp.841-849
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    • 2006
  • This study compared the nutritional quality of Korean adults's consumption of lunch prepared at home, commercial places, and institutions. The one day food intake data collected via 24-hour recall in the 2001 National Health and Nutrition Survey were analyzed. Individuals with 19-64 years of age were selected (n = 5,756). Sampling weights in the Survey were used to generate nationally representative estimates. Lunch was categorized into three groups according to the place where the lunch was prepared. home, commercial places, and institutions such as schools and work places. Comparison among the three groups was made for 19-39 years old men (n = 1,387) and women (n =1,572) and 40-64 years old men (n = 1,364) and women (1,433), respectively. The lunch prepared away from home contained more calories. The lunch prepared commercially was higher in calories percentages from fat than that prepared either at home or at institutions. Across the age and gender groups, lunch prepared at home contribute a high level of sodium intake. Among individuals with 40-64 years of age, but not those with 19-39 years of age, lunch prepared commercially was as sodium dense as that prepared at home. Among individuals with 19-39 years of age, the sodium density of lunch prepared commercially was about the same as that prepared at institutional food service of which the menus were planned by dieticians. Such differences in nutritional quality among meals prepared at home, commercial places, and institutions should be considered and applied for the content development of nutrition education and policy.

Diagnostic Performance of Breast MRI in the Evaluation of Contralateral Breast in Patients with Diagnosed Breast Cancer

  • Saeed, Shaista Afzal;Masroor, Imrana;Beg, Madiha;Idrees, Romana
    • Asian Pacific Journal of Cancer Prevention
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    • v.16 no.17
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    • pp.7607-7612
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    • 2015
  • Aims: The purpose of our study was to evaluate the diagnostic performance of breast magnetic resonance imaging (MRI) in the evaluation of contralateral breast in patients with diagnosed breast cancer. A secondary objective was to determine accuracy of breast MRI in diagnosing multi-focal and multicentric lesions in the ipsilateral breast. Materials and Methods: Using a non-probability convenience sampling technique, patients with histopathologically diagnosed breast cancer with MRI of breast performed to exclude additional lesions were included. MRI findings were correlated with histopathology. In addition, follow-up imaging with mammography and ultrasound was also assessed for establishing stability of negative findings and for the detected of benign lesions. Results: Out of 157 MRI breast conducted during the period of 2008 to 2013, 49 were performed for patients with diagnosed breast cancer. The sample comprised of all females with mean age $50.7{\pm}11.0years$. The patient follow-up imaging was available for a period of 2-5 years. The sensitivity, specificity, and positive and negative predictive values of MRI in the detection of multifocal/multicenteric lesions was 85.7%, 88.8%, 60% and 96.6% respectively and for the detection of lesions in the contralateral breast were 100%, 97%, 83.3% and 100% respectively. Conclusions: Our study highlights the diagnostic performance and the added value of MRI in the detection of multifocal/multicenteric and contralateral malignant lesions. In patients with diagnosed breast cancer having dense breast parenchyma and with infiltrating lobular carcinoma as the index lesion MRI is particularly useful with excellent negative predictive value in the exclusion of additional malignant foci in the ipsilateral and contralateral breasts.