• 제목/요약/키워드: Action Instances

검색결과 14건 처리시간 0.032초

시간적 행동 탐지 기술 동향 (Trends in Temporal Action Detection in Untrimmed Videos)

  • 문진영;김형일;박종열
    • 전자통신동향분석
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    • 제35권3호
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    • pp.20-33
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    • 2020
  • Temporal action detection (TAD) in untrimmed videos is an important but a challenging problem in the field of computer vision and has gathered increasing interest recently. Although most studies on action in videos have addressed action recognition in trimmed videos, TAD methods are required to understand real-world untrimmed videos, including mostly background and some meaningful action instances belonging to multiple action classes. TAD is mainly composed of temporal action localization that generates temporal action proposals, such as single action and action recognition, which classifies action proposals into action classes. However, the task of generating temporal action proposals with accurate temporal boundaries is challenging in TAD. In this paper, we discuss TAD technologies that are considered high performance in terms of representative TAD studies based on deep learning. Further, we investigate evaluation methodologies for TAD, such as benchmark datasets and performance measures, and subsequently compare the performance of the discussed TAD models.

Self-Supervised Long-Short Term Memory Network for Solving Complex Job Shop Scheduling Problem

  • Shao, Xiaorui;Kim, Chang Soo
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권8호
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    • pp.2993-3010
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    • 2021
  • The job shop scheduling problem (JSSP) plays a critical role in smart manufacturing, an effective JSSP scheduler could save time cost and increase productivity. Conventional methods are very time-consumption and cannot deal with complicated JSSP instances as it uses one optimal algorithm to solve JSSP. This paper proposes an effective scheduler based on deep learning technology named self-supervised long-short term memory (SS-LSTM) to handle complex JSSP accurately. First, using the optimal method to generate sufficient training samples in small-scale JSSP. SS-LSTM is then applied to extract rich feature representations from generated training samples and decide the next action. In the proposed SS-LSTM, two channels are employed to reflect the full production statues. Specifically, the detailed-level channel records 18 detailed product information while the system-level channel reflects the type of whole system states identified by the k-means algorithm. Moreover, adopting a self-supervised mechanism with LSTM autoencoder to keep high feature extraction capacity simultaneously ensuring the reliable feature representative ability. The authors implemented, trained, and compared the proposed method with the other leading learning-based methods on some complicated JSSP instances. The experimental results have confirmed the effectiveness and priority of the proposed method for solving complex JSSP instances in terms of make-span.

기본 동작들과 클래스 상속에 기초한 4족 동물의 다양한 '보행' 표현 (Representation of 'Walk' for Quadruped Animal Based on Primitive Action and Class Inherit)

  • 박종희;이인균
    • 한국콘텐츠학회논문지
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    • 제6권5호
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    • pp.85-95
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    • 2006
  • 본 논문에서 4족(quadruped) 동물들의 여러 가지 인스턴스(instance)들에 대한 '보행(walk)'의 모델링을 간단하게 하기 위한 방법이다. 최초의 클래스 계층에서 정교하게 모델화 된 4족 동물 사용에 의해 최초의 클래스 계층에서 정의 되어 지지 않은 새로운 하위 클래스의 인스턴스에 대해 쉽게 확장하는 '보행'의 모델을 제안한다. 이 방법을 얻기 위해서 분석된 walk의 패턴과 이전에 조사한 클래스 계층에서 연구되어진 4족 동물의 유사한 구조를 따라 분류하고 적용한다. 그리고 상위 클래스(super class)에서 상속되는 동작(action)에 대한 방법을 제안한다. 본 논문은 4족 동물의 특징들을 구체화함으로써 4족 동물의 'walk'를 모델화 하고 필요한 요인들을 정의하였다. 또한 '보행'의 파라메타들에 관한 도메인들을 사용하고 4족 동물의 전형적인 인스턴스들인 말과 소를 모델을 적용한다.

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이벤트 재구성을 위한 타임스탬프 갱신 임계치 (Update Thresholds of More Accurate Time Stamp for Event Reconstruction)

  • 조슈아 제임스;장윤식
    • 한국인터넷방송통신학회논문지
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    • 제17권2호
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    • pp.7-13
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    • 2017
  • 용의자가 어떤 행위를 했는지 특정하기 위한 경우와 같이 디지털 조사에서 특정한 행위나 이벤트의 발생시간을 확인하기 위해 타임스팸프에 의존하는 시스템이 많다. 하지만 객체의 갱신은 실제 이벤트의 발생시점보다 약간의 시간차를 두고 이루어지게 된다. 이 논문에서는 타임스탬프와 관련된 객체를 가진 디지털시스템의 간단한 모델을 정의한다. 이 모델은 타임스탬프와 관련된 객체의 갱신 패턴을 예측하는데 사용되며 갱신 시간차 범위에 대한 예측을 가능하게 한다. 경험적 연구를 통해 타임스탬프 갱신패턴이 동시적이지 않다는 것을 보이고 특정한 시스템에서 보다 정확한 행위시점을 결정하기 위한 타임스탬프 갱신 분포를 계산하는 방법을 제시한다.

가상세계에서 절차적 부분의 효율적 처리를 위한 Cyber-Microcosm Ontology (A Cyber-Microcosm Ontology for Efficient Process of Procedural Parts in the Virtual World)

  • 노선미;박종희
    • 한국콘텐츠학회:학술대회논문집
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    • 한국콘텐츠학회 2004년도 추계 종합학술대회 논문집
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    • pp.564-569
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    • 2004
  • 기존 온톨로지는 지식의 공유와 재사용에 적합한 형태로 개발되어 왔다. 하지만 이는 가상세계에서 에이전트의 행위제어나 추론에 필수적인 절차적 지식에 대한 표현방법이 부족하고 또 정형화된 틀의 범위를 벗어나는 개체들을 표현하기에는 어려움이 있다. 이 논문에서는 이러한 다양한 상황의 절차적 부분과 다형적으로 표현되는 지식에 대한 표현력을 증강시키고 에이전트의 행위, 추론의 토대가 될 수 있는 지식구조로 적합한 형태를 띠는 cyber-microcosm ontology(CMO)를 제안한다. 제안된 온톨로지는 여러 요소를 통해 정보를 지니는 action frame과 정형적인 형태뿐만 아니라 quantifier/qualifier에 기반을 둔 개체의 다변화에 따라 다형적으로 표현할 수 있는 개체의 틀을 이용함으로 이러한 문제점을 해결한다.

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Two-Dimensional Ordination 분석법에 의한 제초제살초 Spectrum 분류와 효과적인 사용법 (A New Approach for Practical Classification of Herbicide and for Effective Use by Two-dimensional Ordination Analysis)

  • 김순철
    • 한국응용곤충학회지
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    • 제22권2호
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    • pp.147-159
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    • 1983
  • In general, herbicides have been classified according to selectivity, mobility. time of application, methods of application, mode of action and chemical property and structure. However, there was no generally accepted classification system for practical use in the field. The primary processes affected by the majority of herbicides are the growth process through cell elongation and/or cell division, the photosynthetic process specifically the light reaction, the oxidative phosphorylation and the integrity of the membrane systems. The usual approach in the study of the mechanism by which herbicides kill or inhibit the growth of plants is to initially determine the morphological phototoxicity systems, The mechanism by which a herbicide kills a plant or suppresses its development is actually the resultant effect of primary and secondary(or side) effects. In most instances, the death of the plant is due to the secondary effects. To induce the desired response, a herbicide must be able to gain entry into the plants and once inside, to be transported within the plant to its site(s) of activity in concentrations great enough. Obstacles to the entry and movement of herbicides in plants are generally classified by leaf and soil obstacles, translocation obstacles and biochemical obstacles, and these obstacles are also strongly influenced by plant species and by environmental factors such as light, temperature, rainfall and relative humidity. And hence, in most instances, results obtained from laboratory or greenhous vary from those of field experiment. Author attempted to classify herbicides from the field experiment using the two-dimensional ordination analysis to obtain practical information for selecting effective herbicides or to choose effective herbicide combinations for increasing herbicidal efficacy or reducing the chemical cost. Based on this two-dimensional diagram, desired herbicides or combinations were selected and further investigated for the interaction effects whether these combinations are synergistic, additive or antagonistic. From the results, it was concluded that these new approach could possibly be give more comprehensive informations about effective use of herbicide than any other systems.

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확장된 강화학습 시스템의 정형모델 (Formal Model of Extended Reinforcement Learning (E-RL) System)

  • 전도영;송명호;김수동
    • 인터넷정보학회논문지
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    • 제22권4호
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    • pp.13-28
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    • 2021
  • 강화학습은 한 환경에서 에이전트가 정책에 따라 액션을 취하고 보상 함수를 통해 액션을 평가 및 정책 최적화 과정을 반복하는 Closed-Loop 구조로 이루어진 알고리즘이다. 이러한 강화학습의 주요 장점은 액션의 품질을 평가하고 정책을 지속적으로 최적화 하는 것이다. 따라서, 강화학습은 지능형 시스템, 자율제어 시스템 개발에 효과적으로 활용될 수 있다. 기존의 강화학습은, 단일 정책, 단일 보상함수 및 비교적 단순한 정책 업데이트 기법을 제한적인 문제에 대해 제시하고 적용하였다. 본 논문에서는 구성요소의 복수성을 지원하는 확장된 강화학습 모델을 제안한다. 제안되는 확정 강화학습의 주요 구성 요소들을 정의하고, 그들의 컴퓨팅 모델을 포함하는 정형 모델을 제시한다. 또한, 이 정형모델을 기반으로 시스템 개발을 위한 설계 기법을 제시한다. 제안한 모델을 기반으로 자율 최적화 자동차 내비게이터 시스템에 적용 및 실험을 진행한다. 제시된 정형 모델과 설계 기법을 적용한 사례연구로, 복수의 자동차들이 최적 목적지에 단 시간에 도착할 수 있는 진화된 내비게이터 시스템 설계 및 구현을 진행한다.

Anti-inflammatory activity of Camellia japonica oil

  • Kim, Seung-Beom;Jung, Eun-Sun;Shin, Seung-Woo;Kim, Moo-Han;Kim, Young-Soo;Lee, Jong-Sung;Park, Deok-Hoon
    • BMB Reports
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    • 제45권3호
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    • pp.177-182
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    • 2012
  • Camellia japonica oil (CJ oil) has been used traditionally in East Asia to nourish and soothe the skin as well as help restore the elasticity of skin. CJ oil has also been used on all types of bleeding instances. However, little is known about its anti-inflammatory effects. Therefore, the anti-inflammatory effects of CJ oil and its mechanisms of action were investigated. CJ oil inhibited LPS-induced production of NO, $PGE_2$, and TNF-${\alpha}$ in RAW264.7 cells. In addition, expression of COX-2 and iNOS genes was reduced. To evaluate the mechanism of the anti-inflammatory activity of CJ oil, LPS-induced activation of AP-1 and NF-${\kappa}B$ promoters was found to be significantly reduced by CJ oil. LPS-induced phosphorylation of $I{\kappa}B{\alpha}$, ERK, p38, and JNK was also attenuated. Our results indicate that CJ oil exerts anti-inflammatory effects by downregulating the expression of iNOS and COX-2 genes through inhibition of NF-${\kappa}B$ and AP-1 signaling.

Construction Ergonomic Intervention to Reduce Musculoskeletal Disorders in Aluminum Formworkers

  • Kim, Dae Young;Yi, Hak;Lee, Sang Ryong;Kim, Bubryur;Lee, Dong-Eun
    • 국제학술발표논문집
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    • The 9th International Conference on Construction Engineering and Project Management
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    • pp.465-472
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    • 2022
  • Manual material handling is the one of the leading causes for musculoskeletal disorders (MSDs) and lower back discomfort. According to a study, construction formworkers suffer greater rates of muscular injuries and related illness due to manual activities. However, there is still a paucity of information on MSD, preventive posture issues, and corresponding solutions for construction aluminum formworkers. As a result, MSD and disregard of worker health and safety continue to exist at construction sites. Although preventive measures and strategies have been studied in previous research, we believe it is imperative to shed light on this problem through this study. This study aims to 1) implement a simple and cost-effective elevated bench to reduce MSDs, and 2) determine the rapid upper limbs assessment (RULA) and Ovako working posture analyzing system (OWAS) action catagory of workers in different postures to assess their MSD conditions and obtain an optimal position and posture using the Jack human modeling software and simulation tool. The study findings reveal a considerable reduction in MSD discomfort and which posture is acceptable in post-intervention instances.Thus results provide inexpensive and simple ergonomic interventions with favorable RULA and OWAS ratings that can be applied at construction sites. This study demonstrates workstation ergonomic intervention cases that can aid in understanding the urgency of applying existing research strategies into practice.

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Ephedrine이 뇌내 Biogenic Amine 함량에 미치는 영향 (Effect of Ephedrine on the Levels of Biogenic Amines and Their Metabolites in Rat Brain)

  • 이경은
    • 대한약리학회지
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    • 제31권2호
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    • pp.153-164
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    • 1995
  • Sympathomimetic amines, especially ephedrine, are a major ingredient in proprietary medications for symptomatic treatment of upper respiratory infections. Their frequent uses can lead to occasional instances of abuse and habituation. The clinical symptoms of ephedrine abuse are similar to that of amphetamine psychosis and resemble closely that of schizophrenia. Because both amphetamine psychosis and schizophrenia are thought to be mediated primarily through the action on catecholamines, ephedrine-induced changes of the biogenic amines can be suspected. However, there were few studies about the central effects of ephedrine because of the milder central action than peripheral. Therefore, the present investigation was undertaken to elucidate the relations between the effects of single or repeated administration of ephedrine on the regional levels of biogenic amines in rat brain and ephedrine-induced CNS stimulation. The male Sprague-Dawley rats weighing $100{\sim}200\;g$ were used. After single or repeated administrations of ephedrine, blocks of tissue were obtained from frontal cortex, corpus striatum, hippocampus, thalamus, hypothalamus, substantia nigra and cerebellum. The concentration of biogenic amines(norepinephrine, epinephrine, dopamine, 5-hydroxytryptamine(5-HT)) and their metabolites (3,4-dihydroxyphenylacetic acid (DOPAC), homovanillic acid(HVA), 5-hydroxyindoleacetic acid(5-HIAA)) were measured by means of high performance liquid chromatography-electrochemical detector(HPLC-ECD). The results obtained were as follows: 1) In the normal rat, the concentration of norepinephrine was the highest in hypothalamus. Dopamine, DOPAC and HVA were highest in corpus striatum, and 5-HT and 5-HIAA were highest in substantia nigra. Epinephrine was not detectable in any part of the brain tissue. 2) In a single administration of ephedrine, the concentration of DOPAC was decreased in corpus striatum. However, the other biogenic amines and their metabolites were not changed. 3) In repeated administration of ephedrine, the concentration of norepinephrine was decreased in all brain region checked. Dopamine was decreased in corpus striatum and substantia nigra and, increased in hypothalamus, and HVA was decreased in corpus striatum. 5-HT was decreased in all brain region except cerebellum and, 5-HIAA was decreased only in frontal cortex. The ratio of 5-HIAA/5-HT was increased in corpus striatum, thalamus, hypothalamus and substantia nigra. These data indicated that, although a single administration of ephedrine did not change the central neurotransmitters, repeated administration of ephedrine caused the decreases of norepinephrine and 5-HT in the most regions of brain, which may be responsible for the emergence of abnormal behavioral effect after ephedrine abuse.

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