• 제목/요약/키워드: Frame sizes

검색결과 130건 처리시간 0.027초

Using CNN- VGG 16 to detect the tennis motion tracking by information entropy and unascertained measurement theory

  • Zhong, Yongfeng;Liang, Xiaojun
    • Advances in nano research
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    • 제12권2호
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    • pp.223-239
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    • 2022
  • Object detection has always been to pursue objects with particular properties or representations and to predict details on objects including the positions, sizes and angle of rotation in the current picture. This was a very important subject of computer vision science. While vision-based object tracking strategies for the analysis of competitive videos have been developed, it is still difficult to accurately identify and position a speedy small ball. In this study, deep learning (DP) network was developed to face these obstacles in the study of tennis motion tracking from a complex perspective to understand the performance of athletes. This research has used CNN-VGG 16 to tracking the tennis ball from broadcasting videos while their images are distorted, thin and often invisible not only to identify the image of the ball from a single frame, but also to learn patterns from consecutive frames, then VGG 16 takes images with 640 to 360 sizes to locate the ball and obtain high accuracy in public videos. VGG 16 tests 99.6%, 96.63%, and 99.5%, respectively, of accuracy. In order to avoid overfitting, 9 additional videos and a subset of the previous dataset are partly labelled for the 10-fold cross-validation. The results show that CNN-VGG 16 outperforms the standard approach by a wide margin and provides excellent ball tracking performance.

Minimization of differential column shortening and sequential analysis of RC 3D-frames using ANN

  • Njomo, Wilfried W.;Ozay, Giray
    • Structural Engineering and Mechanics
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    • 제51권6호
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    • pp.989-1003
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    • 2014
  • In the preliminary design stage of an RC 3D-frame, repeated sequential analyses to determine optimal members' sizes and the investigation of the parameters required to minimize the differential column shortening are computational effort consuming, especially when considering various types of loads such as dead load, temperature action, time dependent effects, construction and live loads. Because the desired accuracy at this stage does not justify such luxury, two backpropagation feedforward artificial neural networks have been proposed in order to approximate this information. Instead of using a commercial software package, many references providing advanced principles have been considered to code a program and generate these neural networks. The first one predicts the typical amount of time between two phases, needed to achieve the minimum maximorum differential column shortening. The other network aims to prognosticate sequential analysis results from those of the simultaneous analysis. After the training stages, testing procedures have been carried out in order to ensure the generalization ability of these respective systems. Numerical cases are studied in order to find out how good these ANN match with the sequential finite element analysis. Comparison reveals an acceptable fit, enabling these systems to be safely used in the preliminary design stage.

유한요소해석을 이용한 인라인스케이트 프레임의 사출성형해석 및 구조해석에 관한 연구 (Injection Molding and Structure Analysis of Inline Skate Frames Using FEA)

  • 박철우
    • 대한기계학회논문집A
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    • 제35권11호
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    • pp.1507-1514
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    • 2011
  • 플라스틱 재료를 사용한 가공법 중에서 가장 보편적인 가공법이 사출성형이다. 오늘날에는 플라스틱 재료의 활용도는 지속적으로 증가하고 있으며, 신소재 등의 개발로 그 적용범위 또한 확대되고 있다. 인라인 스케이트는 4 가지 구성품으로 이루어진다. 그 4 가지 구성품은 부츠, 프레임, 휠, 브레이크로써 프레임이 가장 중요한 부품이다. 사출 재질에 변화에 따른 사출 성형성을 알아보았다. 런너와 게이트의 치수 변화에 따른 제품의 사출 성형성을 알아보았다. 본 연구에서는 Moldflow를 이용해서 사출성형 해석을 수행하였다. ANSYS를 이용해서 구조해석을 수행하였다.

효율적인 스케일러블 비디오 부호화를 위한 향상된 움직임 보상 시간적 필터링 방법 (An Improved Motion Compensated Temporal Filtering for Efficient Scalable Video Coding)

  • 전기철;김종호;정제창
    • 한국통신학회논문지
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    • 제32권5C호
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    • pp.520-529
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    • 2007
  • 본 논문에서는 웨이블릿 변환 기반 스케일러블 비디오 부호화에서 가장 중요한 요소 기술인 움직임 보상 시간적 필터링 방법의 성능에 관련된 요소들의 특성을 파악하고, 기존의 DCT 기반의 하이브리드 부호화에서 사용된 움직임 예측 방법과 가변 크기 블록을 사용한 움직임 예측 방법을 적용한 향상된 MCTF (Motion Compensated Temporal Filtering) 방법을 제안한다. 이를 통하여 시간적 필터링 과정에서의 연결성을 높이고, 프레임간 에너지를 저/고주파 프레임으로 효율적으로 분해할 수 있다. 그 결과, 고주파 프레임의 에너지를 줄여, 엔트로피 부호화 비트율을 줄일 수 있다. 본 논문에서 제안하는 방법을 적용하여 모의 실험한 결과, 고주파 프레임에 포함된 에너지가 최대 25.86%까지 감소하는 것을 확인하였다.

확률 기반 설계법을 위한 코드 변환과 시스템 신뢰도에 대한 고찰 (The study on the system reliability and code conversion for the probability based design)

  • 김광철
    • 한국가구학회지
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    • 제20권5호
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    • pp.440-456
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    • 2009
  • Because PBD was started as a design tool for steel construction and concrete construction, it was able to applied to the post and beam method of wooden building constructions. But, it may not suitable to light frame wooden construction that is becoming popular in domestic construction market due to the economical efficiency and the constructive simplification. Owing to the share effects between member and sheathing material or among structural members, light frame wooden construction is different from post and beam construction that use a single structural member. Therefore, consideration on the system analysis and system design are urgently needed to use in actual life and inspect the reliability of structures from the system view. With this in mind, code conversion from ASD to PBD that is pressing issue in domestic wooden building construction was studied, also various countries status about PBD were considered and then approaching methods on the system reliability were referred. Finally, several considerations for the development of PBD were explored. PBD should be considered as, not only a new structural design process that select sizes of structural member, but a industrial tool that can lead a development of more reliable wood products. A strongest point of PBD is independent of various construction materials and construction types.

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압축 센싱의 성능 향상을 위한 가변 블록 크기 기술 (Variable Block Size for Performance Improvement of Compressed Sensing)

  • 함우규;구자성;안창범;박호종
    • 전자공학회논문지
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    • 제50권4호
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    • pp.155-162
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    • 2013
  • 기존의 블록 기반 압축 센싱은 고정 블록 크기를 사용하여 신호를 복원하며, 영역별 신호의 특성에 적합한 블록 크기를 사용하지 못하여 복원 성능이 저하된다. 본 논문에서는 이 문제를 해결하기 위하여 블록 기반 압축 센싱에서 신호의 특성에 따라 블록 크기를 가변적으로 결정하여 복원 신호의 품질을 향상시키는 가변 블록 크기 기술을 제안한다. 제안한 방법은 여러 블록 크기로 신호를 복원하고, 프레임별로 각 복원한 신호의 자기 상관도를 측정하여 신호의 특성을 확인하고, 프레임의 블록 크기를 결정한다. 동일한 측정 데이터에 대하여 제안한 가변 블록 크기 방법이 기존의 고정 블록 크기 방법에 비하여 향상된 품질의 신호를 복원하는 것을 확인하였다.

Fine-scalable SPIHT Hardware Design for Frame Memory Compression in Video Codec

  • Kim, Sunwoong;Jang, Ji Hun;Lee, Hyuk-Jae;Rhee, Chae Eun
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제17권3호
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    • pp.446-457
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    • 2017
  • In order to reduce the size of frame memory or bus bandwidth, frame memory compression (FMC) recompresses reconstructed or reference frames of video codecs. This paper proposes a novel FMC design based on discrete wavelet transform (DWT) - set partitioning in hierarchical trees (SPIHT), which supports fine-scalable throughput and is area-efficient. In the proposed design, multi-cores with small block sizes are used in parallel instead of a single core with a large block size. In addition, an appropriate pipelining schedule is proposed. Compared to the previous design, the proposed design achieves the processing speed which is closer to the target system speed, and therefore it is more efficient in hardware utilization. In addition, a scheme in which two passes of SPIHT are merged into one pass called merged refinement pass (MRP) is proposed. As the number of shifters decreases and the bit-width of remained shifters is reduced, the size of SPIHT hardware significantly decreases. The proposed FMC encoder and decoder designs achieve the throughputs of 4,448 and 4,000 Mpixels/s, respectively, and their gate counts are 76.5K and 107.8K. When the proposed design is applied to high efficiency video codec (HEVC), it achieves 1.96% lower average BDBR and 0.05 dB higher average BDPSNR than the previous FMC design.

Integrated Power Optimization with Battery Friendly Algorithm in Wireless Capsule Endoscopy

  • Mehmood, Tariq;Naeem, Nadeem;Parveen, Sajida
    • International Journal of Computer Science & Network Security
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    • 제21권11호
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    • pp.338-344
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    • 2021
  • The recently continuous enhancement and development in the biomedical side for the betterment of human life. The Wireless Body Area Networks is a significant tool for the current researcher to design and transfer data with greater data rates among the sensors and sensor nodes for biomedical applications. The core area for research in WBANs is power efficiency, battery-driven devices for health and medical, the Charging limitation is a major and serious problem for the WBANs.this research work is proposed to find out the optimal solution for battery-friendly technology. In this research we have addressed the solution to increasing the battery lifetime with variable data transmission rates from medical equipment as Wireless Endoscopy Capsules, this device will analyze a patient's inner body gastrointestinal tract by capturing images and visualization at the workstation. The second major issue is that the Wireless Endoscopy Capsule based systems are currently not used for clinical applications due to their low data rate as well as low resolution and limited battery lifetime, in case of these devices are more enhanced in these cases it will be the best solution for the medical applications. The main objective of this research is to power optimization by reducing the power consumption of the battery in the Wireless Endoscopy Capsule to make it battery-friendly. To overcome the problem we have proposed the algorithm for "Battery Friendly Algorithm" and we have compared the different frame rates of buffer sizes for Transmissions. The proposed Battery Friendly Algorithm is to send the images on average frame rate instead of transmitting the images on maximum or minimum frame rates. The proposed algorithm extends the battery lifetime in comparison with the previous baseline proposed algorithm as well as increased the battery lifetime of the capsule.

내용기반 동영상 기하학적 변환을 위한 실시간 처리 기법 (A Real Time Processing Technique for Content-Aware Video Scaling)

  • 이강희;유재욱;박대현;김윤
    • 대한전자공학회논문지SP
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    • 제48권1호
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    • pp.80-89
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    • 2011
  • 본 논문에서는 동영상이 가지고 있는 컨텐츠를 보존하면서 영상의 크기를 조절할 수 있는 실시간 동영상 표가 변환 기법을 제안한다. 제안하는 방법은 동영상 내의 연속하는 두 프레임 사이에 존재하는 상관성(correlation)을 이용하여, 이전 프레임의 seam 정보로부터 현재 프레임의 seam을 결정한다. 따라서, 전체 프레임들을 분석하지 않으면서도 컨텐츠의 떨림 현상을 발생시키지 않는다. 먼저, 전체 동영상 내에서 특정이 서로 비슷한 프레임들을 scene으로 구분하고, 각 scene 내의 첫번째 프레임은 정지영상의 seam carving을 사용하여 최대한 컨텐츠를 보존할 수 있도록 크기를 변환한다. 이 때, 영상의 크기를 변환하기 위해 추출한 seam에 대한 정보를 저장하고 그 이후의 프레임들은 이전 프레임에서 저장된 seam 정보를 참조하여 프레임 단위로 영상의 크기를 조절한다. 실험 결과는 제안하는 방법이 처리 속도와 메모리 사용량 면에서 실시간 처리에 적합하고, 영상이 가지고 있는 컨텐츠를 보전하면서 영상의 크기를 조절할 수 있음을 보여준다.

A STUDY ON WEAR BEHAVIORS OF CAM SPINDLES MANUFACTURED FROM CK 45 STEEL AND CAM SPINDLES MANUFACTURED FROM GGG-50 SPHERICAL GRAPHITE CAST IRON AND BORONED

  • Sert, H.;Selcuk, B.;Toprak, H.;Samtas, G.
    • 한국윤활학회:학술대회논문집
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    • 한국윤활학회 2002년도 proceedings of the second asia international conference on tribology
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    • pp.325-329
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    • 2002
  • This study targets mainly to reduce the manufacturing costs of cam spindles and manufacturing of mechanical components with longer service durations through application of surface engineering techniques on cam spindles. Within the frame of this study, we have attempted to establish the performances of cam spindles manufacture from forged steel and SGCI, through performance of wear tests in plate-disk system, metalographic investigations, SEM imaging, EDS analyses and micro hardness scans on test samples having the same sizes with original cam that once obtained from casting of Spherical Graphite Cast Iron (SGCI) are subjected partially to Boronising and partially to hardening in a salt solution and cam spindles currently manufactured from CK 45 through cauterization based reshaping.

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