• 제목/요약/키워드: Recognition memory

검색결과 473건 처리시간 0.027초

Perceptron 신경회로망에 근거한 광 패턴인식 시스템의 구현 (Implementation of Optical Pattern Recognition System Based on Perceptron Neural Network)

  • 한종욱;용상순;이진호;이기서;김은수
    • 한국통신학회논문지
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    • 제16권6호
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    • pp.545-555
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    • 1991
  • 본 논문에서는 단층 퍼센트론 모델의 학습기능과 신경회로망 형성메모리의 오류정정 능력이 서로 보완적으로 결합된 새로운 적응 패턴인식 시스템의 광학적구현을 실현하였다. 여기서, 단층 퍼센트론 모델은 2차원 LCTV 공간 광변조기를 이용하여 편광인코딩방법과 비전형 양자화 방법으로 구현하였으며, Hopfield 연장메모리는 2차원 모델로 황장하고multifocus holoens를 이용하여 광학적으로 구현하였다. 아리비아 숫자 짝.홀수 판별에 고나한 광학적 실험 결과, 오류 및 부분 입력에 대한 정확한 패턴 분류가 됨을 확인함으로서, 본 논문에서 제시한 새로운 적응 광 패턴인식 시스템이 실제로 영상처리, 패턴인식 등의 분야에서 그 응용 가능성을 제시하였다.

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Human Activity Recognition with LSTM Using the Egocentric Coordinate System Key Points

  • Wesonga, Sheilla;Park, Jang-Sik
    • 한국산업융합학회 논문집
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    • 제24권6_1호
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    • pp.693-698
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    • 2021
  • As technology advances, there is increasing need for research in different fields where this technology is applied. On of the most researched topic in computer vision is Human activity recognition (HAR), which has widely been implemented in various fields which include healthcare, video surveillance and education. We therefore present in this paper a human activity recognition system based on scale and rotation while employing the Kinect depth sensors to obtain the human skeleton joints. In contrast to previous approaches that use joint angles, in this paper we propose that each limb has an angle with the X, Y, Z axes which we employ as feature vectors. The use of the joint angles makes our system scale invariant. We further calculate the body relative direction in the egocentric coordinates in order to provide the rotation invariance. For the system parameters, we employ 8 limbs with their corresponding angles each having the X, Y, Z axes from the coordinate system as feature vectors. The extracted features are finally trained and tested with the Long short term memory (LSTM) Network which gives us an average accuracy of 98.3%.

양측성 안구운동이 조현병 환자의 얼굴 재인에 미치는 영향 (The Effect of Bilateral Eye Movements on Face Recognition in Patients with Schizophrenia)

  • 이나현;김지웅;임우영;이상민;임상현;권혁찬;김민영;김기웅;김승준
    • 정신신체의학
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    • 제24권1호
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    • pp.102-108
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    • 2016
  • 연구목적 조현병 환자의 흔한 신경인지적 결함 중 대표적인 것으로 재인 기억의 손상을 들 수 있다. 또한 조현병 환자에게서는 일반인에게 관찰되는 정서 자극에 대한 기억 증진 현상이 명확하게 나타나지 않는다. 한편, 기억 검사 시행 전 양측성 안구운동을 수행할 경우 일반적인 재인 기억뿐만 아니라 정서가를 가진 자극에 대한 기억이 보다 향상되는 것으로 알려져 있다. 본 연구에서는 이러한 양측성 안구운동의 기억 향상 효과가 조현병 환자에게서도 나타나는지를 알아보고자 하였다. 방 법 조현병 환자 21명이 연구에 참여하였다. 참여자들은 일주일 간격으로 두 번 분노 표정 혹은 무표정을 보이는 얼굴 사진들을 학습한 후 양측성 안구운동 혹은 안구 고정 조건을 무작위 순서로 거쳐 이전에 학습한 사진에 대한 재인 과제를 시행하였다. 양측성 안구운동 여부 및 얼굴 사진 표정 차이에 따른 인식 정확도, 반응 편향성, 정답 반응 시간의 차이를 이원 반복측정 분산분석을 사용하여 분석하였다. 결 과 조현병 환자는 양측성 안구운동을 시행한 경우 그렇지 않은 경우에 비해 통계적으로 유의미하게 얼굴 재인 과제에서 정답 반응 시간이 단축되었고(F=5.812, p<0.05), 반응 편향성이 완화되었다(F=10.366, p<0.01). 조현병 환자가 얼굴 재인 과제 수행 시 양측성 안구운동 조건과 얼굴 자극 표정 조건 간의 상호작용은 통계적으로 유의미하지 않았다. 결 론 본 연구 결과는 양측성 안구운동이 조현병 환자의 일반적인 재인 기억 능력을 촉진시킬 수 있으나 정서 자극의 처리를 보다 촉진시키지는 못함을 보여준다. 향후 신경생리학적 혹은 신경영상학적 검사 등의 추가 연구를 통해 이러한 기억 촉진 효과의 생물학적 기전을 밝혀야 할 것이다.

Ginsenoside Rb1 ameliorates cisplatin-induced learning and memory impairments

  • Chen, Chen;Zhang, Haifeng;Xu, Hongliang;Zheng, Yake;Wu, Tianwen;Lian, Yajun
    • Journal of Ginseng Research
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    • 제43권4호
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    • pp.499-507
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    • 2019
  • Background: Ginsenoside Rb1 (Rb1), a dominant component from the extract of Panax ginseng root, exhibits neuroprotective functions in many neurological diseases. This study was intended to investigate whether Rb1 can attenuate cisplatin-induced memory impairments and explore the potential mechanisms. Methods: Cisplatin was injected intraperitoneally with a dose of 5 mg/kg/wk, and Rb1 was administered in drinking water at the dose of 2 mg/kg/d to rats for 5 consecutive wk. The novel objects recognition task and Morris water maze were used to detect the memory of rats. Nissl staining was used to examine the neuron numbers in the hippocampus. The activities of superoxide dismutase, glutathione peroxidase, cholineacetyltransferase, acetylcholinesterase, and the levels of malondialdehyde, reactive oxygen species, acetylcholine, tumor necrosis factor-${\alpha}$, interleukin-$1{\beta}$, and interleukin-10 were measured by ELISA to assay the oxidative stress, cholinergic function, and neuroinflammation in the hippocampus. Results: Rb1 administration effectively ameliorates the memory impairments caused by cisplatin in both novel objects recognition task and Morris water maze task. Rb1 also attenuates the neuronal loss induced by cisplatin in the different regions (CA1, CA3, and dentate gyrus) of the hippocampus. Meanwhile, Rb1 is able to rescue the cholinergic neuron function, inhibit the oxidative stress and neuroinflammation in cisplatin-induced rat brain. Conclusion: Rb1 rescues the cisplatin-induced memory impairment via restoring the neuronal loss by reducing oxidative stress and neuroinflammation and recovering the cholinergic neuron functions.

A Study on the Optimal Mahalanobis Distance for Speech Recognition

  • Lee, Chang-Young
    • 음성과학
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    • 제13권4호
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    • pp.177-186
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    • 2006
  • In an effort to enhance the quality of feature vector classification and thereby reduce the recognition error rate of the speaker-independent speech recognition, we employ the Mahalanobis distance in the calculation of the similarity measure between feature vectors. It is assumed that the metric matrix of the Mahalanobis distance be diagonal for the sake of cost reduction in memory and time of calculation. We propose that the diagonal elements be given in terms of the variations of the feature vector components. Geometrically, this prescription tends to redistribute the set of data in the shape of a hypersphere in the feature vector space. The idea is applied to the speech recognition by hidden Markov model with fuzzy vector quantization. The result shows that the recognition is improved by an appropriate choice of the relevant adjustable parameter. The Viterbi score difference of the two winners in the recognition test shows that the general behavior is in accord with that of the recognition error rate.

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천마를 이용한 기억력 향상 효과 연구 (The Verify of Memory Improvement by Gastrodia Elata Blume)

  • 김우철;정종길;김정상;김경옥
    • 동의신경정신과학회지
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    • 제24권1호
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    • pp.27-44
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    • 2013
  • Objectives : This study was designed to investigate the effects of Gastrodia elata Blume on the improvement of memory. Methods : This study was a 12 week, double blind, comparative clinical study. There were eligible who worked with a group of healthy seniors, all 60 years of age or older. 50 subjects were randomized either to Gastrodia elata Blume in powder form and steep in hot water or placebo. We measured the faculty of memory by using K-DRS, MMSE-K, Digit Span, Letter Fluency Test, Word List Memory Test, and the Trail Making Test, and after 12 weeks we measured the faculty of memory again using the same methods. Results : Gastrodia elata Blume steeps in the hot water group significantly increased. Initiation, perseveration level, and Memory level of K-DRS and MMSE-K score. There were no considerable differences between three groups in Digit Span and Trail Making Test score. Gastrodia elata Blume group showed significant advances in Letter Fluency Test and recognition of Word List Memory Test. Conclusions : The results suggest that Gastrodia elata Blume may have positive effects on memory improvement and function of the frontal lobe activation.

한국어 단독 숫자음 인식을 위한 DTW 알고리즘의 비교 (Comparison of the Dynamic Time Warping Algorithm for Spoken Korean Isolated Digits Recognition)

  • 홍진우;김순협
    • 한국음향학회지
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    • 제3권1호
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    • pp.25-35
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    • 1984
  • This paper analysis the Dynamic Time Warping algorithms for time normalization of speech pattern and discusses the Dynamic Programming algorithm for spoken Korean isolated digits recognition. In the DP matching, feature vectors of the reference and test pattern are consisted of first three formant frequencies extracted by power spectrum density estimation algorithm of the ARMA model. The major differences in the various DTW algorithms include the global path constrains, the local continuity constraints on the path, and the distance weighting/normalization used to give the overall minimum distance. The performance criterias to evaluate these DP algorithms are memory requirement, speed of implementation, and recognition accuracy.

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A Study on Design and Implementation of Embedded System for speech Recognition Process

  • Kim, Jung-Hoon;Kang, Sung-In;Ryu, Hong-Suk;Lee, Sang-Bae
    • 한국지능시스템학회논문지
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    • 제14권2호
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    • pp.201-206
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    • 2004
  • This study attempted to develop a speech recognition module applied to a wheelchair for the physically handicapped. In the proposed speech recognition module, TMS320C32 was used as a main processor and Mel-Cepstrum 12 Order was applied to the pro-processor step to increase the recognition rate in a noisy environment. DTW (Dynamic Time Warping) was used and proven to be excellent output for the speaker-dependent recognition part. In order to utilize this algorithm more effectively, the reference data was compressed to 1/12 using vector quantization so as to decrease memory. In this paper, the necessary diverse technology (End-point detection, DMA processing, etc.) was managed so as to utilize the speech recognition system in real time

승자전취 메커니즘 방식의 아날로그 연상메모리 (An Analog Content Addressable Memory implemented with a Winner-Take-All Strategy)

  • 채용웅
    • 한국전자통신학회논문지
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    • 제8권1호
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    • pp.105-111
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    • 2013
  • 선형적인 읽기와 쓰기 특성을 가지고 있는 승자전취메커니즘 방식의 아날로그 메모리를 구현하였다. 메모리의 읽기 동작은 연상메모리의 최적 함수 선택을 위하여 절대값 회로와 승자전취메커니즘 회로가 이용된다. 본 연구에서는 병렬의 고속 쓰기와 읽기 동작뿐만 아니라 고집적을 가능하게 하는 시스템 구성이 실현된다. 복수의 메모리 셀의 구현이 더 높은 집적도와 고속의 쓰기 읽기를 위하여 구현된다. 실시간 인식을 위하여 본 연구에서 사용된 함수는 이상적이며 메커니즘의 시뮬레이션을 위하여 MOSIS의 $1.2{\mu}$ 더블폴리 CMOS 공정 파라미터를 사용하였다.

감성이 시각적 이미지의 색감기억에 미치는 영향 (Effects of Emotion on Color Vividness of Visual Memory)

  • 장필식
    • 대한인간공학회지
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    • 제30권1호
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    • pp.221-227
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    • 2011
  • Objective: The aim of this study is to investigate the quantitative effects of various emotions and retention periods on the color vividness of visual memory. Background: Although numerous studies have focused on the effects of emotions on memory such as visual detail and vividness of emotional events compared to neutral events, the relationship between emotion and visual memory is ambiguous yet. Furthermore, there were few studies on the effect of emotion on vividness of visual memory. Method: A total of 68 subjects were participated in serial experiments proceed on online and the experiments had two phases: recognition phase and reproduction phase. The 15 photographs were used as visual stimuli and all experiments were conducted over the internet(experiment website) and the results were collected on the web database. Results: The retention period, sleep-arousal emotion and subjective saturation of visual stimuli had a significant effect on the color vividness of visual memory. Conclusion: The results suggested that the color of visual stimulus might be more vividly remembered when it is arousing, the subjective saturation is higher and the retention period is longer. Application: The findings of this study may help clarify the relationship between human emotions and visual memory.