• 제목/요약/키워드: Intermediate Feature

검색결과 85건 처리시간 0.02초

Dual Attention Based Image Pyramid Network for Object Detection

  • Dong, Xiang;Li, Feng;Bai, Huihui;Zhao, Yao
    • KSII Transactions on Internet and Information Systems (TIIS)
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    • 제15권12호
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    • pp.4439-4455
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    • 2021
  • Compared with two-stage object detection algorithms, one-stage algorithms provide a better trade-off between real-time performance and accuracy. However, these methods treat the intermediate features equally, which lacks the flexibility to emphasize meaningful information for classification and location. Besides, they ignore the interaction of contextual information from different scales, which is important for medium and small objects detection. To tackle these problems, we propose an image pyramid network based on dual attention mechanism (DAIPNet), which builds an image pyramid to enrich the spatial information while emphasizing multi-scale informative features based on dual attention mechanisms for one-stage object detection. Our framework utilizes a pre-trained backbone as standard detection network, where the designed image pyramid network (IPN) is used as auxiliary network to provide complementary information. Here, the dual attention mechanism is composed of the adaptive feature fusion module (AFFM) and the progressive attention fusion module (PAFM). AFFM is designed to automatically pay attention to the feature maps with different importance from the backbone and auxiliary network, while PAFM is utilized to adaptively learn the channel attentive information in the context transfer process. Furthermore, in the IPN, we build an image pyramid to extract scale-wise features from downsampled images of different scales, where the features are further fused at different states to enrich scale-wise information and learn more comprehensive feature representations. Experimental results are shown on MS COCO dataset. Our proposed detector with a 300 × 300 input achieves superior performance of 32.6% mAP on the MS COCO test-dev compared with state-of-the-art methods.

백악종의 임상 및 병리조직학적 관찰

  • 조한국;임창윤;고영택;윤주홍;김병길
    • 대한치과의사협회지
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    • 제12권9호
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    • pp.701-704
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    • 1974
  • Total six cases of can cementoma encountered during the period of 1960 to July, 1974 at the department of oral pathology, college of dentistry, Seoul National University were clinically and histpathologically. As the result of present study the following conclusions were obtained. 1. The total six cases of cementoma consisted of four cases (67%) of male and two cases (33%) of female. The ratio between male are female was 1:2. 2. Three of 6 cases occurred in the decade and the mean age was 43.5 years. 3. All six cases occurred in the mandible and the favorite site was the molar region rather than anterior portion. The involvement of multiple teeth was the characteristic feature of the lesion. 4. The swelling of the jaw bone was the main symptom in all cases. 5. By the histopathological classification of cementomas all cases were involved n intermediate or mature inactive stage.

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A New Method of HTS Material Synthesis by Combination of MCA and SHS

  • Korobova, N.;Soh, Dea-Wha
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2004년도 하계학술대회 논문집 Vol.5 No.2
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    • pp.1270-1273
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    • 2004
  • The combination of methane-chemical activation and Self-propagating High-temperature synthesis (SHS) has widened the possibilities for both methods. For YBCO systems the investigation showed that a short-term mechano-chemical activation of initial powders before SHS leads to single-phase and ultra-fine products. A new technique for preparation ultra-fine high-temperature superconductors of YBCO composition with a grain size d < $1{\mu}m$ is developed. The specific feature of the technique is formation of the $YBa_2Cu_3O_{7-x}$ crystalline lattice directly from an X-ray amorphous state arising as a result of mechanical activation of the original oxide mixture. The technique allows the stage of formation of any intermediate reaction products to be ruled out. X-ray and magnetic studies of ultra-fine high temperature superconductors (HTS) are carried out. Dimension effects associated with the microstructure peculiarities are revealed. A considerable enhancement of inter-grain critical currents is found to take place in the ultra-fine samples investigated.

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Automatic interpretation of awaked EEG by using constructive neural networks with forgetting factor

  • Nakamura, Masatoshi;Chen, Yvette;Sugi, Takenao;Ikeda Akio;Shibasaki Hiroshi
    • 제어로봇시스템학회:학술대회논문집
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    • 제어로봇시스템학회 1995년도 Proceedings of the Korea Automation Control Conference, 10th (KACC); Seoul, Korea; 23-25 Oct. 1995
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    • pp.505-508
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    • 1995
  • The automatic interpretation of awake background electroencephalogram (EEG), consisting of quantitative EEG interpretation and EEG report making, has been developed by the authors based on EEG data visually inspected by an electroencephalographer (EEGer). The present study was focused on the adaptability of the automatic EEG interpretation which was accomplished by the constructive neural network with forgetting factor. The artificial neural network (ANN) was constructed so as to give the integrative decision of the EEG by using the input signals of the intermediate judgment of 13 items of the EEG. The feature of the ANN was that it adapted to any EEGer who gave visual inspection for the training data. The developed method was evaluated based on the EEG data of 57 patients. The re-trained ANN adapted to another EEGer appropriately.

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FUV Images and Physical Properties of the OES region

  • 조영수;민경욱;선광일
    • 천문학회보
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    • 제35권1호
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    • pp.69.2-69.2
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    • 2010
  • The far-ultraviolet (FUV) H2 and C IV emission images and spectra of Orion Eridanus Superbubble (OES) is hereby presented. The OES seems to consists of multiple phase through the detection of highly-ionized gas and pervasive neutral hydrogen. The former is traced by hot gas while the latter is traced by cold medium. A spectral image made with H2 fluorescent emission shows that the spatial distribution of hydrogen molecule is well correlated with the dust map. The model spectra was taken from a photodissociation region (PDR) radiation code which find a best suitable parameter such as hydrogen density, gas temperature and incident uv intensity of the radiation field. C IV emission is caused by intermediate temperature ISM about 10^4.5 K~10^6 K. Therefore we could get more clear evidence to reveal the structure of OES. Feature of spectra for the each sub region is also presented and discussed. The data were obtained with the Far-Ultraviolet Imaging Spectrograph (FIMS) and the whole data handling were followed by previous FIMS analysis.

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Combination of MCA and SHS for Material Synthesis

  • Soh, Dea-Wha;N., Korobova
    • 동굴
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    • 제78호
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    • pp.1-8
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    • 2007
  • The combination of mechano-chemical activation (MCA)and Self-propagating High-temperature Synthesis (SHS) has widened the technical possibilities for both methods. For YBCO systems the investigation showed that a short-term MCA of initial powders before SHS leads to single-phase and ultra-fine products. A new technique for preparation ultra-fine high-temperature superconductors (HTS) of YBCO composition with a grain size d <1m is developed using combination of MCA and SHS. The specific feature of the technique is formation of the $YBa_2Cu_3O_7-$ crystalline lattice directly from an X-ray amorphous state arising as a result of mechanical activation of the original oxide mixture. The technique allows the stage of formation of any intermediate reaction products to be ruled out. X-ray and magnetic studies of ultra-fine high temperature superconductors are carried out. Dimension effects associated with the microstructure peculiarities are revealed. A considerable enhancement of inter-grain critical currents is found to take place in the ultra-fine samples.

Combination of Mechano-chemical Activation and SHS for HTS Material Synthesis

  • N. Korobova;Deawha Soh
    • 한국정보통신학회:학술대회논문집
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    • 한국해양정보통신학회 2004년도 SMICS 2004 International Symposium on Maritime and Communication Sciences
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    • pp.96-99
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    • 2004
  • The combination of mechano-chemical activation and Self-propagating High-temperature Synthesis (SHS) has widened the possibilities for both methods. For YBCO systems the investigation showed that a short-term mechano-chemical activation of initial powders before SHS leads to single-phase and ultra-fine products. A new technique for preparation ultra-fine high-temperature superconductors of YBCO composition with a grain size d <1 ${\mu}{\textrm}{m}$ is developed. The specific feature of the technique is formation of the YBa$_2$Cu$_3$O$_{7-{\delta}}$ crystalline lattice directly from an X-ray amorphous state arising as a result of mechanical activation of the original oxide mixture. The technique allows the stage of formation of any intermediate reaction products to be ruled out. X-ray and magnetic studies of ultra-fine high temperature superconductors (HTS) are carried out. Dimension effects associated with the microstructure peculiarities are revealed. A considerable enhancement of inter-grain critical currents is found to take place in the ultra-fine samples.fine samples.

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GPGPU를 이용한 고속 영상 합성 기법 (Fast View Synthesis Using GPGPU)

  • 신홍창;박한훈;박종일
    • 방송공학회논문지
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    • 제13권6호
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    • pp.859-874
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    • 2008
  • 본 논문은 3차원 디스플레이 시스템에서 카메라의 기하 정보 및 참조 영상들의 깊이 맵 정보가 주어졌을 때, 다수의 중간 시점 영상을 실시간으로 생성하는 고속 영상 합성 기법을 제안한다. 기본적으로 본 논문에서는 영상 합성 기법의 모든 과정을 GPU에 서 병렬 처리함으로써 고속화 할 수 있었다. 병렬처리를 이용한 고속화 효율을 높이기 위해 최근 NVIDIA사에서 발표한 $CUDA^{TM}$를 이용하였다. 영상 합성을 위한 모든 중간 과정을 CUDA로 처리하기 위해 병렬구조로 변환하고, GPU 상의 고속메모리의 사용을 극대화하고, 알고리즘 구현을 최적화함으로써 고속화 효율을 높일 수 있었다. 결과적으로 본 논문에서는 양안 영상과 깊이 지도를 이용하여 가로 720, 세로 480 크기의 9개의 시점 영상을 0.128초 이내에 생성할 수 있었다.

3차원 영상의 중간시점 영상 합성을 위한 특징 기반 변이 추정 (Feature-Based Disparity Estimation for Intermediate View Reconstruction of Multiview Images)

  • 김한성;김성식;손정영;손광훈
    • 한국통신학회논문지
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    • 제26권11A호
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    • pp.1872-1879
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    • 2001
  • 본 논문에서는 다시점 영상에서 영상의 특성을 고려하여 효율적으로 미세 변이를 추정하고 중간 시점 영상을 합성하는 알고리듬을 제안하며 이를 모의 실험을 통해 검증한다. 제안한 방법은 영역분할 양방향 화소정합을 통해 변이 추정의 수행 속도를 향상시키는 동시에 신뢰도를 높이며, 적절한 비용함수의 제안과 유사 영역에 대한 정합 창 확장 알고리듬, 변이 평활화와 불확실 영역 변이 할당 알고리듬을 통해 잘못 할당된 변이와 불확실 영역을 제거함으로서 변이의 신뢰도를 더욱 높일 수 있다. 이렇게 추정된 변이는 다시점 영상의 중간 시점 영상 합성을 위해 사용된다. 제안된 방식을 통해 기존의 방식들보다 더욱 안정적인 변이 정보를 얻을 수 있었고, 합성된 중간 시점 영상도 객관적으로나 주관적으로나 더욱 좋은 결과를 보였으며, 또한 전체적인 수행 시간도 줄어들어 더 효율적인 알고리듬임을 확인할 수 있었다.

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POINTWISE CROSS-SECTION-BASED ON-THE-FLY RESONANCE INTERFERENCE TREATMENT WITH INTERMEDIATE RESONANCE APPROXIMATION

  • BACHA, MEER;JOO, HAN GYU
    • Nuclear Engineering and Technology
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    • 제47권7호
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    • pp.791-803
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    • 2015
  • The effective cross sections (XSs) in the direct whole core calculation code nTRACER are evaluated by the equivalence theory-based resonance-integral-table method using the WIMS-based library as an alternative to the subgroup method. The background XSs, as well as the Dancoff correction factors, were evaluated by the enhanced neutron-current method. A method, with pointwise microscopic XSs on a union-lethargy grid, was used for the generation of resonance-interference factors (RIFs) for mixed resonant absorbers. This method was modified by the intermediate-resonance approximation by replacing the potential XSs for the non-absorbing moderator nuclides with the background XSs and neglecting the resonance-elastic scattering. The resonance-escape probability was implemented to incorporate the energy self-shielding effect in the spectrum. The XSs were improved using the proposed method as compared to the narrow resonance infinite massbased method. The RIFs were improved by 1% in $^{235}U$, 7% in $^{239}Pu$, and >2% in $^{240}Pu$. To account for thermal feedback, a new feature was incorporated with the interpolation of pre-generated RIFs at the multigroup level and the results compared with the conventional resonance-interference model. This method provided adequate results in terms of XSs and k-eff. The results were verified first by the comparison of RIFs with the exact RIFs, and then comparing the XSs with the McCARD calculations for the homogeneous configurations, with burned fuel containing a mixture of resonant nuclides at different burnups and temperatures. The RIFs and XSs for the mixture showed good agreement, which verified the accuracy of the RIF evaluation using the proposed method. The method was then verified by comparing the XSs for the virtual environment for reactor applicationbenchmark pin-cell problem, as well as the heterogeneous pin cell containing burned fuel with McCARD. The method works well for homogeneous, as well as heterogeneous configurations.