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The Analysis of the Activity Patterns of Dog with Wearable Sensors Using Machine Learning

  • ;;김희철
    • 한국정보통신학회:학술대회논문집
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    • 한국정보통신학회 2021년도 춘계학술대회
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    • pp.141-143
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    • 2021
  • The Activity patterns of animal species are difficult to access and the behavior of freely moving individuals can not be assessed by direct observation. As it has become large challenge to understand the activity pattern of animals such as dogs, and cats etc. One approach for monitoring these behaviors is the continuous collection of data by human observers. Therefore, in this study we assess the activity patterns of dog using the wearable sensors data such as accelerometer and gyroscope. A wearable, sensor -based system is suitable for such ends, and it will be able to monitor the dogs in real-time. The basic purpose of this study was to develop a system that can detect the activities based on the accelerometer and gyroscope signals. Therefore, we purpose a method which is based on the data collected from 10 dogs, including different nine breeds of different sizes and ages, and both genders. We applied six different state-of-the-art classifiers such as Random forests (RF), Support vector machine (SVM), Gradient boosting machine (GBM), XGBoost, k-nearest neighbors (KNN), and Decision tree classifier, respectively. The Random Forest showed a good classification result. We achieved an accuracy 86.73% while the detecting the activity.

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탈근대 희곡에 나타난 인간동물의 탈경계성 연구 타자성, -되기(devenir) , 생태적 공존을 중심으로- (A Study of Human/Animal Liminality in Postmodern Plays: applying 'Otherness', 'Becoming', and Ecological Coexistence)

  • 김방옥
    • 한국연극학
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    • 제48호
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    • pp.5-50
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    • 2012
  • In these days, we come across a growing interest in animals from various perspectives. Considering that the posthumanistic point of view forms the major stream of postmodern humanities, ethics and philosophies, this paper tries to study the liminality between human beings and animal as appear in postmodern plays. The cases of a middle-aged architect falling in love with a goat (The Goat, or Who is Sylvia? by Edward Albee); An abandoned (human-)dog that encounters his old mistress under the moonlight (A leaseholder by Yoon Young-sun); Coexistence of men, dog, plants in a Country life (White Cherry by Bae Sam-sik); A Mutual sympathy between a swarm of bees and a woman dying of cancer(Bee by Bae Sam-sik) were discussed referring such concepts as 'Otherness' of Derrida, 'Becoming'of Deleuze, 'a bare life' of Agamben and ecological co-existence. In The Goat, the moment of Martin who happened to meet a goat's eyes in a suburbs can be paralleled with that of Derrida who one day found himself caught up with the gaze of a cat in the bathroom while he was naked. They shared the common experience in that they went through the ontological and mysterious abyss that rendered them to raise the question of "Who am I ?" In A leaseholder, a young woman returns to her hometown exhausted by the calculating human society and meet her old time (human-dog). This story reminds us of Agamben's werewolf, Levinas's dog Bobby and Derrida's Zootobiography. He, an abandoned pet, both excluded and included from human society, now appearing as a mysterious human-dog, welcomes, embraces, and comprehends his old mistress and exposes his individual remorses and passions as an animal-subject. In White Cherry, the author describes the coexistence of all the life-beings such as an old dog, a golden bell tree, the deceased daughter and even a fossil remains in a country life. Bee is a story of a beekeeping village where bees were leaving and disappearing. A swam of bees fly down on a woman who was dying of cancer. With physical and spiritual empathy the dying woman helps the swarm of bee to conduct a new birth and a new life.

딥러닝 및 기계학습 활용 반려견 얼굴 정면판별 방법 (Recognition of dog's front face using deep learning and machine learning)

  • 김종복;장동화;양가영;권경석;김중곤;이준환
    • 한국산학기술학회논문지
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    • 제21권12호
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    • pp.1-9
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    • 2020
  • 반려견을 키우는 가구 수가 급격하게 증가함에 따라 유기, 유실견도 많이 증가하고 있다. 국내에서는 2014년부터 반려동물 등록제를 시행하고 있지만, 안전성과 실효성 문제로 등록률이 높지 않은 실정이다. 이러한 문제를 해결할 방법으로 반려견 생체인식 기술이 주목을 받고 있다. 생체인식률을 높이기 위해서는 최대한 정면에서 같은 형태로 생체정보 이미지를 수집해야 한다. 하지만 반려견은 사람과 달리 비협조적이기 때문에 생체정보 이미지 수집이 어렵다. 본 논문에서는 반려견 생체인식에 적합한 생체정보 이미지 수집을 위해 실시간 영상에서 반려견 얼굴 방향이 정면인지를 판별하는 방법을 제안한다. 제안 방법은 딥러닝을 활용하여 반려견 눈과 코를 검출하고, 검출된 눈과 코의 상대적 크기와 위치를 통해 5가지의 얼굴 방향 정보를 추출하여 기계학습 분류기로 정면 여부를 판별한다. 2,000개의 반려견 이미지를 분류하여 학습, 검증 및 테스트에 사용하였다. 눈과 코 검출에는 YOLOv3와 YOLOv4를 사용하였고, 분류기는 MLP(Multi-layer Perceptron), RF(Random Forest), SVM(Support Vector Machine)을 사용하였다. YOLOv4와 RF 분류기를 사용하고 제안하는 5가지 얼굴 방향 정보 모두를 적용하였을 때 얼굴 정면 판별 성능이 95.25%로 가장 좋았으며, 실시간 처리도 가능한 것으로 나타났다.

Age-related digestibility of nutrients depending on the moisture content in aged dogs

  • Kim, Ki Hyun;Seo, Kangmin;Cho, Hyun-Woo;Jeon, Jung-Hwan;Kim, Chan Ho;Jung, Jiyeon;Chun, Ju Lan
    • Journal of Animal Science and Technology
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    • 제63권6호
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    • pp.1355-1361
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    • 2021
  • Digestibility of pet food can affect the health of dog, especially of aged animals. To maintain the health of dogs in an overall good status it is necessary to provide nutritionally balanced food. For example, the digestibility of dogs was known to be decreased along aging. In addition, losing teethes is an often event in aged dogs that could induce a problem to eat a large size dry pet food. Nonetheless, few detailed information is available on the most suited feeding for aged dogs. As part of the nutritional study of food for aged dogs, in this study, we tested whether food type impacts on digestibility on adult versus senior dogs. The methodology to measure the digestibility of nutrients was chosen the index method using chromium oxide. Dogs were fed the same commercial dry or wet diets, which were supplemented with 0.5% chromium oxide. The wet food was prepared by adding twice volume of water in the dry food prior to incubated overnight (14-16 hours) at room temperature. After five days, their feces were collected up to a total weight of > 200 g which was the amount to analyze undigested nutrients in feces as 3 repeats. In the apparent total tract digestibility analysis of the experimental breed, no difference in the digestibility of crude protein, crude fat, crude fiber, ash, and energy was observed regarding the moisture content of the food. Noteworthy, the digestibility of nitrogen free extract was significantly increased in senior dogs fed dry dog food compared with adult dogs fed the same diet, whereas no difference was observed between senior and adult dogs fed wet food. The small breed dogs showed similar results to the experimental breed dogs. However, the digestibility of crude fat was additionally affected by age and food type unlike the experimental breed dogs. This finding suggests that the food moisture content affects the digestibility of nutrients in dogs with aging. Hence, it may be helpful to determine the nutrient contents in foods for senior dogs depending on the food type.

개의 눈물착색증후군(Tear Staining Syndrome) 치료를 위한 Trimethoprim-Sulfamethoxazole (Trimethoprim-Sulfamethoxazole for the Treatment of Tear Staining Syndrome in Dogs)

  • 조연숙;김준영;정순욱
    • 한국임상수의학회지
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    • 제25권2호
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    • pp.115-118
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    • 2008
  • 22 dogs (31 eyes) that had treated with trimethoprim-sulfamethoxazole for tear staining syndrome at Snoopy Pet Clinic from October 2000 to September 2002 were reviewed. Of the 22 dogs, 12 were female and 10 male. Their mean (${\pm}$ SD) age was 3.5 (${\pm}\;1.3$) years. The breeds of the dogs consisted of Maltese (8 dogs), Shih tzu (6 dogs), Poodle (5 dogs), Yorkshire terrier (2 dogs), and Mixed (1 dog). The dogs received 30 mg/kg trimethoprim-sulfamethoxazole perorally twice daily for two to six weeks. 26 (19 dogs) of the 31 eyes (22 dogs) recovered completely and did not show relapse at $26{\sim}30$ weeks after treatment. Any complications did not observed. Five eyes of three dogs were not cured. Two eyes (one dogs) of them had not response to medicament and three eyes (two dogs) recurrence but the clinical signs decreased. It was considered that the trimethoprim-sulfamethoxazole was effective for the treatment in dogs with tear staining syndrome.

진도개, 풍산개 및 잡종견의 혈액학치 및 혈액화학치에 관한 연구 (Studies on Hematologic Values and Serum Chemistry of Jindo, Poongsan and Mixed Dogs)

  • Sin-Keun Youn;Hiroshi Fujise;Yong Soon Lee
    • 한국임상수의학회지
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    • 제16권2호
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    • pp.248-252
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    • 1999
  • 본 연구는 진도개, 풍산개 및 잡종견의 혈액학 및 혈액화학치의 차이를 비교하고자 본 실험을 수행하였다. 총 80두가 본 조사에 이용되었으며 경기도지방, 제주도, 서울 및 전남지방을 대상으로 실시하였다. 각각 진도개 30두, 풍산개 20두 및 잡종견 30두로 구성되었으며 성비는 각 군간에 차이가 없었다(진도개: 수캐=16, 암캐=14, 풍산개 : 수캐=9, 암캐=11, 잡종견: 수캐=15, 암캐=15). 연령은 진도개, 풍산개 및 잡종견 각각 1.3$\pm$0.9(년), 1.3$\pm$1.0(년), 1.3$\pm$ 1.6(년)이었다. 체종분포는 진도개, 풍산개 및 잡종견은 각각 9.0$\pm$4.5 kg, 9.8$\pm$4.0 kg, 8.4$\pm$4.7 kg이었다. 잡종견의 백혈구와 호중구수가 다른 두품종에 비해 유의성있게 높았다 (p<0.05). 풍산개의 림프구와 호산구수는 진도개와 잡종견의 수보다 높았다(p<0.05). 하지만 풍산개의 단핵구 수는 진도개와 잡종견보다 유의성있게 낮았다(p<0.05). 진도개의 콜레스테롤과 무기인 수준은 풍산개와 잡종개의 수준보다 낮았다. 잡종견의 중성지방(triglyceride)의 수준은 진도개와 풍산개의 수준보다 낮았다. 잡종견의 나트륨 농도는 진도개와 풍산개의 수준보다 낮았으며 진도견의 칼륨농도는 풍산개와 잡종견의 농도와 비교하여 높았다. 바베시아 검사에서 모든 품종에서 음성이었으며 심장사상충 검사결과 양성율은 잡종견, 진도견과 풍산견 각각 20%, 10%, 10%이었다.

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Dog-Species Classification through CycleGAN and Standard Data Augmentation

  • Chan, Park;Nammee, Moon
    • Journal of Information Processing Systems
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    • 제19권1호
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    • pp.67-79
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    • 2023
  • In the image field, data augmentation refers to increasing the amount of data through an editing method such as rotating or cropping a photo. In this study, a generative adversarial network (GAN) image was created using CycleGAN, and various colors of dogs were reflected through data augmentation. In particular, dog data from the Stanford Dogs Dataset and Oxford-IIIT Pet Dataset were used, and 10 breeds of dog, corresponding to 300 images each, were selected. Subsequently, a GAN image was generated using CycleGAN, and four learning groups were established: 2,000 original photos (group I); 2,000 original photos + 1,000 GAN images (group II); 3,000 original photos (group III); and 3,000 original photos + 1,000 GAN images (group IV). The amount of data in each learning group was augmented using existing data augmentation methods such as rotating, cropping, erasing, and distorting. The augmented photo data were used to train the MobileNet_v3_Large, ResNet-152, InceptionResNet_v2, and NASNet_Large frameworks to evaluate the classification accuracy and loss. The top-3 accuracy for each deep neural network model was as follows: MobileNet_v3_Large of 86.4% (group I), 85.4% (group II), 90.4% (group III), and 89.2% (group IV); ResNet-152 of 82.4% (group I), 83.7% (group II), 84.7% (group III), and 84.9% (group IV); InceptionResNet_v2 of 90.7% (group I), 88.4% (group II), 93.3% (group III), and 93.1% (group IV); and NASNet_Large of 85% (group I), 88.1% (group II), 91.8% (group III), and 92% (group IV). The InceptionResNet_v2 model exhibited the highest image classification accuracy, and the NASNet_Large model exhibited the highest increase in the accuracy owing to data augmentation.

소형 애완견에서 분만일 예측에 대한 질세포 검사의 활용 (Application of Vaginal Cytology to the Prediction of Whelping Day in Small Pet Bitches)

  • 박철호;양준열;손창호
    • 한국임상수의학회지
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    • 제36권1호
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    • pp.38-41
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    • 2019
  • The aim of this study was to estimate of prediction of whelping day and to confirm the accuracy of prediction of whelping day in small pet bitches. The gestation length from the each based on days was $66.64{\pm}2.32days$ ($Mean{\pm}S.D$) when the Cornification index (CI) was over 90% after the first vaginal discharge, $64.65{\pm}2.87days$ from the day of CI peak, $63.46{\pm}1.63days$ from the day of ovulation by progesterone concentrations, and $57.67{\pm}2.43days$ from the first day of cytologic diestrus, respectively. The whelping day was estimated 66 days when the CI was over 90% after the first vaginal discharge, 64 days from the day of CI peak, 63 days from the day of ovulation by progesterone concentrations, and 57 days from the first day of cytologic diestrus, respectively. The accuracy of the prediction of whelping day was 90.0% with a precision of ${\pm}2days$ when the CI was over 90% after the first vaginal discharge, 77.5% from the day of CI peak, 86.2% from the day of ovulation by progesterone concentrations, and 81.2% from the first day of cytologic diestrus, respectively. These results indicated that the prediction of parturition day by vaginal cytology was useful method for management of reproduction and parturition in small pet bitches.

반려견의 원적외선 에너지 방출 황토원단 방석에 대한 반응의 탐색 (Exploration of Response to Dog's Far-Infrared Energy Release Loess Fabric Cushion)

  • 이구연;이형환;함석찬
    • 한국자연치유학회지
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    • 제9권1호
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    • pp.33-36
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    • 2020
  • 목적: 본 연구는 반려견의 건강과 인간에게 돌아오는 피해를 줄이기 위하여 인간에게 좋은 원적외선 방출 황토섬유로 반려견 방석을 제조하여 반려견에게 적용하여 선호도를 조사하였다. 방법: 바디유 원적외선방출 황토방석과 보통의 황색방석을 놓고 소형 반려견 12마리를 대상으로 선호성을 관찰하였다. 결과: 반려견들이 황토방석과 일반방석의 선호도에서는 83.3%가 황토방석에 주로 앉거나 수면을 취하였다. 물어뜯기 성격은 83.3%가 개선되었다. 황토방석을 이용 후에는 4 마리에서는 눈병, 1 마리에서는 습진 및 2 마리가 알레르기 등이 개선되었고, 나머지 개는 변화가 없었다. 활동 상태는 체험 후에는 50%가 조용해지었다. 성격 변화는 87.5%가 순해지었다. 결론: 황토방석이 반려견들의 취향과 성격에 많은 변화를 주고, 피부병이 완화되는 결과를 발견하였다. 새로운 황토방석을 반려견이 스스로 선택하는 선호성에 대한 탐색연구로서 이 분야의 기초연구 자료로서 가치가 있다고 판단한다.

소형 애완견에서 분만후 자궁수복의 초음파상 (Ultrasonographic Appearance of Postpartum Uterine Involution in Small Pet Dogs)

  • 손창호;김혜령;김정훈;정경아;이주환;오기석;박인철;박상국;김성호
    • 한국임상수의학회지
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    • 제18권2호
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    • pp.139-145
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    • 2001
  • This study was undertaken to determine the normal serial ultrasonographic appearance of the postpartum uterine involution in small pet dogs (Yorkshire terrier and Maltese). Postpartum changes in uterine shape, architecture, echogenicity and diameter were monitored by ultrasonography in 12 small pet dogs. Serial ultrasonographic examinations were done daily during the first week, 3 days interval from 8 to 30 days, and weekly from 31 to 100 days postpartum. The excretory period of vaginal discharge in 12 normal bitches of uterine involution was finished completely within 3 weeks postpartum. The short axis shape of the uterus was initially often flaccid-appearing. It varied from circular to polygonal. This lasted until 15.75$\pm$3.84 days postpartum, during which time the short axis uterine shape gradually changed to circular. Also, the long axis shape of the uterus was a beaded appearance until 30.89$\pm$4.25 days postpartum. After 30 days, it was appeared as tubular shape between placental and interplacental sites. The ultrasonographic image of the postpartum uterus consisted of four echogenicity distinct layers. Uterine wall was represented as very hyperechoic serosa, hypoechoic myometrium, hyperechoic endometrium and anechoic structures of fluid in the uterine cavity until 7 days postpartum. The individual uterine layers were most prominent during the first week postpartum, and they became progressively less distinct throughout the course of uterine involution. The thickness of myometrium was decreased rapidly in the placental sites from 4.47$\pm$1.42 mm at 1 day to 1.92$\pm$0.26 mm at 16 day, and in the interplacental sites from 3.19$\pm$0.61 mm at 1 day to 1.39$\pm$0.61 mm at 16 day. And it was decreased slowly until 94 day and was been minimum thickness at 94 day. The thickness of endometrium was also decreased like that of myometrium. The uterine diameter in the placental sites was decreased from 22.28$\pm$3.01 mm at 1 day to 16.11$\pm$1.46 mm at 7 day, and in the interplacental sites was decreased from 13.65$\pm$2.34 mm at 1 day to 9.41$\pm$1.59 mm at 7 day postpartum. From 7 day to 93 day, the change of diameter was more and more slow. At 94 days postpartum, the uterine diameter was 5~6 mm both placental and interplacental sites, and the uterine horns were uniform hypoechoic, tubular structures without enlargement. Therefore, complete involution of the uterus occurred at 94 days. It was concluded that normal post partum uterine involution in small pet dogs appeared to be completed 94 days postpartum by gross findings such as vaginal discharges, and by ultrasonographic findings, uterine shape and echogenicity.

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