• Title/Summary/Keyword: F-ToBI

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Dog Activities Recognition System using Dog-centered Cropped Images (반려견에 초점을 맞춰 추출하는 영상 기반의 행동 탐지 시스템)

  • Othmane Atif;Jonguk Lee;Daihee Park;Yongwha Chung
    • Proceedings of the Korea Information Processing Society Conference
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    • 2023.05a
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    • pp.615-617
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    • 2023
  • In recent years, the growing popularity of dogs due to the benefits they bring their owners has contributed to the increase of the number of dogs raised. For owners, it is their responsibility to ensure their dogs' health and safety. However, it is challenging for them to continuously monitor their dogs' activities, which are important to understand and guarantee their wellbeing. In this work, we introduce a camera-based monitoring system to help owners automatically monitor their dogs' activities. The system receives sequences of RGB images and uses YOLOv7 to detect the dog presence, and then applies post-processing to perform dog-centered image cropping on each input sequence. The optical flow is extracted from each sequence, and both sequences of RGB and flow are input to a two-stream EfficientNet to extract their respective features. Finally, the features are concatenated, and a bi-directional LSTM is utilized to retrieve temporal features and recognize the activity. The experiments prove that our system achieves a good performance with the F-1 score exceeding 0.90 for all activities and reaching 0.963 on average.

Investigation of a nonreciprocal phase shift properties of optical waveguide isolators with a magneto-optic layer (자기 광학적층을 갖는 광 도파로 아이솔레이터 제작을 위한 비가역적 위상변위에 대한 연구)

  • Yang, Jeong-Su;Kim, Young-Il;Byun, Young-Tae;Woo, Deok-Ha;Lee, Seok;Kim, Sun-Ho;Yi, Jong-Chang
    • Korean Journal of Optics and Photonics
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    • v.14 no.2
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    • pp.142-145
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    • 2003
  • The nonreciprocal phase shift characteristics of infinite slab optical waveguides with magneto-optic materials in the cladding layer was calculated at 1.55 ${\mu}{\textrm}{m}$ for optical isolators. The infinite slab waveguide structures considered in this paper were as follows. rho magneto-optic materials used as a cladding layer were Ce:YIG and LNB(LuNdBi)$_3$(FeAl)$_{5}$)$_{12}$,). Their specific Faraday rotations Θ$_{F}$ are 4500$^{\circ}$/cm, 500$^{\circ}$/cm at wavelength 1.55 ${\mu}{\textrm}{m}$ respectively. The guiding layer with multi-quantum well structure was used, and it consists of 1.3Q and InGaAs. In order to investigate the effect of evanescent field penetrating the cadding, layer, guiding mode characteristics were calculated for the cases when the substrate is InP and air. We calculated the minimum lengths of 90$^{\circ}$ nonreciprocal phase shifters and their optimum guiding layer thicknesses in various optical waveguide structures.res.s.

Camera-based Dog Unwanted Behavior Detection (영상 기반 강아지의 이상 행동 탐지)

  • Atif, Othmane;Lee, Jonguk;Park, Daehee;Chung, Yongwha
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.05a
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    • pp.419-422
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    • 2019
  • The recent increase in single-person households and family income has led to an increase in the number of pet owners. However, due to the owners' difficulty to communicate with them for 24 hours, pets, and especially dogs, tend to display unwanted behavior that can be harmful to themselves and their environment when left alone. Therefore, detecting those behaviors when the owner is absent is necessary to suppress them and prevent any damage. In this paper, we propose a camera-based system that detects a set of normal and unwanted behaviors using deep learning algorithms to monitor dogs when left alone at home. The frames collected from the camera are arranged into sequences of RGB frames and their corresponding optical flow sequences, and then features are extracted from each data flow using pre-trained VGG-16 models. The extracted features from each sequence are concatenated and input to a bi-directional LSTM network that classifies the dog action into one of the targeted classes. The experimental results show that our method achieves a good performance exceeding 0.9 in precision, recall and f-1 score.

Studies on the Induction of Transformation in Cereal Plane V. Transformation of Wheat by Electroporation (곡물류의 형질전환 유도에 관한 연구 V. Electroporation에 의한 밀의 형질전환)

  • Song, Jung-Won;Jung, Byung-Kyun;Bae, Dong-Kyu;Im, Hyung-Tak;Nam, Back-Hee;Jung, Hyun-Sook;Hwang, Baek
    • Korean Journal of Plant Tissue Culture
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    • v.21 no.4
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    • pp.187-192
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    • 1994
  • Wheat (Triticum aestium L.cv Cho-Kwang) explants were transformed by electrporation. Excised root segments were elechoporated with plasmid DNA of pBI121 and transferred to medium containing 300 mg/L kanamycin. Transformed calli formed within 5-7 days of culture and were selected from electroporated tissue on medium containing kanamycin after 4 weeks. The highest transformation frequency was obtained after electroporation with a pulse of 200 V/800 uF and calli formed at frequencies up to 2.5%. GUS ($\beta$-glucuronidase) assay and dot blot analysis showed that the foreign gene was capable of expressing in root explants subjected to electroporation and calli derived from the explants..

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Processing and Quality of a Retort Pouched Soup Made from Brown-backed Toadfish Lagocephalus gloveri (흑밀복(Lagocephalus gloveri)을 이용한 레토르트파우치 복국의 제조 및 품질특성)

  • Hwang, Seok-Min;Kim, Gun-Cheol;Hwang, Young-Sook;Jeon, Eun-Bi;Lee, Hyun-Jin;Oh, Kwang-Soo
    • Korean Journal of Fisheries and Aquatic Sciences
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    • v.53 no.3
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    • pp.308-315
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    • 2020
  • To obtain a value-added product from the non-toxic brown-backed toadfish Lagocephalus gloveri (pufferfish), we developed a retort pouched pufferfish soup (RPS) and characterized its processing conditions and quality metrics. We found that the most appropriate manufacturing process for the RPS consisted of detoxifying and cold-water dipping the pufferfish flesh, blanching it, and adding it to the retort pouch along with other ingredients (hot-water extract of pufferfish head and carcass, radish, bean sprouts, and garlic), after which the pouch was sealed, sterilized (120℃, F0 value 7.5-10 min.), cooled, and inspected. The moisture, crude protein, and total volatile basic nitrogen contents of the RPS were 97.2%, 1.3% and 7.7 mg/100 g, respectively. The total free amino acid content was 903.2 mg/100 g, and the main free amino acids were glutamic acid, taurine, lysine, glycine, threonine, alanine, arginine, proline, and hydroxyproline. Sterilizing the RPS for up to F0 value 10 min. did not cause any major problems in terms of chemical or sensory qualities. This RPS has good storage stability and organoleptic qualities compared with similar commercial pufferfish soups and is suitable for commercialization as a value-added instant seafood soup.

Understanding the Effect on Hydrogen Evolution Reaction in Alkaline Medium of Thickness of Physical Vapor Deposited Al-Ni Electrodes (Physical Vapor Deposition 방법으로 제조된 Al-Ni 전극의 두께가 알칼라인 수전해 수소발생반응에 미치는 영향 연구)

  • HAN, WON-BI;CHO, HYUN-SEOK;CHO, WON-CHUL;KIM, CHANG-HEE
    • Transactions of the Korean hydrogen and new energy society
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    • v.28 no.6
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    • pp.610-617
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    • 2017
  • This paper presents a study of the effect of thickness of porous Al-Ni electrodes, on the Hydrogen Evolution Reaction (HER) in alkaline media. As varying deposition time at 300 W DC sputtering power, the thickness of the Al-Ni electrodes was controlled from 1 to $20{\mu}m$. The heat treatment was carried out in $610^{\circ}C$, followed by selective leaching of the Al-rich phase. XRD studies confirmed the presence of $Al_3Ni_2$ intermetallic compounds after the heat treatment, indicating the diffusion of Ni from the Ni-rich phase to Al-rich phase. The porous structure of the Al-Ni electrodes after the selective leaching of Al was also confirmed in SEM-EDS analysis. The double layer capacitance ($C_{dl}$) and roughness factor ($R_f$) of the electrodes were increased for the thicker Al-Ni electrodes. As opposed to the general results in above, there were no further improvements of the HER activity in the case of the electrode thickness above $10{\mu}m$. This result may indicate that the $R_f$ is not the primary factor for the HER activity in alkaline media.

Bi-directional energy transfer process in Er3+-Tm3+-codoped fluorozirconate glasses

  • Cho, Woon-Jo;Kim, Myong-Wook;Kim, Snag-Hyuck;Jo, Jae-Cheol;Choi, Sang-Sam
    • Journal of the Optical Society of Korea
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    • v.1 no.1
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    • pp.5-9
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    • 1997
  • Energy transfer direction in $Er^{3+}-Tm^{3+}$-codoped fluorozirconate glasses has been studied. For $Er^{3+}-Tm^{3+}$-codoped glasses, the dependence of the green emission intensity on the pump power (Pex) of 800 nm has ranged from (Pex)$^2$ to (Pex)$^3$. From this multistep absorption, a 1.48 $\mu m$ emission from the $^3F_4{\rightarrow}^3H_4$ transition on Tm$^{3+}$ ion has been found to transfer into $^4I_{13/2}$, $^4I_{9/2}$ and $^4S_{3/2}$ on $Er^{3+}$ ion. In case of the 1.06 $\mu m$ pumping, the emissin ratio of $^3H_4$ level in $Tm^{3+}$ to $^4I_{13/2}$ in $Er^{3+}$ showed that the amount of the energy transfer from $Tm^{3+}$ into $Er^{3+}$ increased with the increasing concentration of $Tm^{3+}$ ion. Our two kinds of pumping scheme suggest that the direction of dominant energy transfer between $Er^{3+}$ and $Tm^{3+}$ should be dependent on whether the $^3F_4$ level resonates in $Tm^{3+}$ the level or not.

Validation of Broth Model for Growth of Bacillus cereus in Blanched Vegetables (전처리 나물류에서 Bacillus cereus 성장 예측 모델 검증)

  • Jo, Hye-Jin;Hong, Soo-Hyun;Kim, Young-Gyo;Shin, Dan-Bi;Oh, Myung-Ha;Hwang, Jeong-Hee;Lkhagvasarnai, Enkhjargal;Yoon, Ki-Sun
    • Journal of the East Asian Society of Dietary Life
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    • v.22 no.4
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    • pp.558-565
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    • 2012
  • The objective of this study was to develop a predictive growth model for Bacillus cereus in nutrient broth and validate the developed growth model in blanched vegetables. After inoculating B. cereus into nutrient broth, growth of B. cereus was investigated at 13, 17, 24, 30 and $35^{\circ}C$. Lag time (LT) decreased while specific growth rate (SGR) increased with an increase in storage temperature. Growth of B. cereus was not observed at temperatures lower than $12^{\circ}C$. Secondary growth models were developed to describe primary model parameters, including LT and SGR. Model performance was evaluated based on bias factor ($B_f$) and accuracy factor ($A_f$). In addition, we inoculated B. cereus into blanched vegetables stored at 13, 24, $35^{\circ}C$ and observed the growth kinetics of B. cereus in five different blanched vegetables. Growth of B. cereus was most delayed on Doraji at $13^{\circ}C$ and was not observed on Gosari at $13^{\circ}C$. Growth of B. cereus at $35^{\circ}C$ was significantly (p<0.05) slower on Gosari than on other blanched vegetables. The developed secondary LT model for broth in this study was suitable to predict growth of B. cereus on Doraji and Gosari, whereas the SGR model was only suitable for predicting the growth of B. cereus on mung bean sprout.

Size Distribution of Water-Soluble Ionic Components in the Atmospheric Aerosols Collected in Jeju City, Korea (제주시 대기부유부진 중 수용성 이온성분의 입경별 분포특성)

  • Hu Chul-Goo;Song Jeong-Hwa;Lee Ki-Ho
    • Journal of Environmental Science International
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    • v.13 no.12
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    • pp.1067-1078
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    • 2004
  • Atmospheric particulate matters were collected by 8-stage non viable cascade impactor from October 2002 to August at Jeju City. Eight water-soluble ionic components $(Na^+,\;NH_{4}_{+},\;K^+,\;Ca{2+},\;Mg^{2+},\;CI^-,\;NO_{3}^-\;and\;SO_{4}^{2-})$ were analyzed by Ion Chromatography. The concentration of particulate matters and eight water-soluble ionic components were determined to investigate their size distributions. Particulate matters exhibited a tri-modal distribution with peak value around $0.9,\;4.0{\mu}m\;and\;9.5{\mu}m.$ In summer, the last peak value was lower than other season values likely due to particulate matter scavenged by rain water. Four ionic components $(Na^+,\;Ca^{2+},\;Mg^{2+}\;and\;CI^-)$ exhibited a bi-modal distribution in the coarse mode whereas three ionic components $(NH_{4}^+,\;K^+\;and\;SO_{4}^{2-})$ in the fine mode, with maximum peak value around $0.9{\mu}m.\;NO_{3}^-$ was found in both the coarse and the fine mode. The enrichment factor (E.F.) of each ionic components was calculated. Based upon E.F., it is considered that $Na^+,\;CI^-,\;and\;K^+$ in coarse paricle mode were delivered form oceanic source, but other components might have other source origins.

Bright Light Therapy in the Morning or at Mid-Day in the Treatment of Non-Seasonal Bipolar Depressive Episodes (LuBi): Study Protocol for a Dose Research Phase I / II Trial

  • Geoffroy, Pierre Alexis;El Abbassi, El Mountacer Billah;Maruani, Julia;Etain, Bruno;Lejoyeux, Michel;Amad, Ali;Courtet, Philippe;Dubertret, Caroline;Gorwood, Philip;Vaiva, Guillaume;Bellivier, Frank;Chevret, Sylvie
    • Psychiatry investigation
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    • v.15 no.12
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    • pp.1188-1202
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    • 2018
  • Objective This study protocol aims to determine, using a rigorous approach in patients with bipolar disorder (BD) and non-seasonal major depressive episode (MDE), the characteristics of bright light therapy (BLT) administration (duration, escalation, morning and mid-day exposures) depending on the tolerance (hypomanic symptoms). Methods Patients with BD I or II and treated by a mood stabilizer are eligible. After 1 week of placebo, patients are randomized between either morning or mid-day exposure for 10 weeks of active BLT with glasses using a dose escalation at 7.5, 10, 15, 30 and 45 minutes/day. A further follow-up visit is planned 6 months after inclusion. Patients will be included by cohorts of 3, with at least 3 days of delay between them, and 1 week between cohorts. If none meet a dose limiting toxicity (DLT; i.e hypomanic symptoms), the initiation dose of the next cohort will be increased. If one patient meet a DLT, an additionnal cohort will start at the same dose. If 2 or 3 patients meet a DLT, from the same cohort or from two cohorts at the same dose initiation, the maximum tolerated dose is defined. This dose escalation will also take into account DLTs observed during the intra-subject escalation on previous cohorts, with a "Target Ceiling Dose" defined if 2 DLTs occured at a dose. Discussion Using an innovative and more ergonomic device in the form of glasses, this study aims to better codify the use of BLT in BD to ensure a good initiation and tolerance.