• Title/Summary/Keyword: desired image

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A Study on Image Classification using Deep Learning-Based Transfer Learning (딥 러닝 기반의 전이 학습을 이용한 이미지 분류에 관한 연구)

  • Jung-Hee Seo
    • The Journal of the Korea institute of electronic communication sciences
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    • v.18 no.3
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    • pp.413-420
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    • 2023
  • For a long time, researchers have presented excellent results in the field of image retrieval due to many studies on CBIR. However, there is still a semantic gap between these search results for images and human perception. It is still a difficult problem to classify images with a level of human perception using a small number of images. Therefore, this paper proposes an image classification model using deep learning-based transfer learning to minimize the semantic gap between images of people and search systems in image retrieval. As a result of the experiment, the loss rate of the learning model was 0.2451% and the accuracy was 0.8922%. The implementation of the proposed image classification method was able to achieve the desired goal. And in deep learning, it was confirmed that the CNN's transfer learning model method was effective in creating an image database by adding new data.

Augmented Reality System in Real Space using Mobile Projection (이동 투사를 통한 실제 공간에서의 증강현실 시스템)

  • Kim, Moran;Kim, Jun-Sik
    • Journal of Broadcast Engineering
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    • v.23 no.5
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    • pp.622-627
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    • 2018
  • In this paper, we introduce an integrated augmented reality system using a small camera and a projector. We extract three-dimensional information of an object with a small portable camera and a projector by using a structured light system. We develop the concept of the virtual camera to generalize the projection method so that the image can be projected at a desired position with only the mesh of the object to be projected without computing the mapping between specific point sets. Therefore, it is possible to project not only simple planes but also complex curved surfaces to desired positions without complicated geometric calculation. Based on a robot with a small camera and a projector, it will largely explain the projector-camera system calibration, the calculation of the position of the recognized object, and the image projection method using the virtual camera concept.

Influence of Body Weight Perception on Weight Management Behavior among Korean Female Adolescents

  • Lee, Dae Taek;Lee, Myung Chon;Kim, Jae Ho;Cho, Jung Ho;Cha, Kwang Suk;Chandler, Steve B.
    • Nutritional Sciences
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    • v.7 no.4
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    • pp.241-246
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    • 2004
  • This study investigated the influence of weight perception on weight management strategies including diet and exercise in Korean female adolescents. Junior (J) and senior (S) high school girls were divided in two groups; those who had $\leq$100% (BI) and > 100% (AI) of ideal weight (J-BI, n=376, 14.8 yr, 46.1 kg; J-AI, 11=128, 15.0 yr, 57.4 kg; S-BI, n=325, 17.4 yr, 50.1 kg; and S-AI, n=133, 17.5 yr, 58.2 kg, mean values). Questionnaires to assess weight perception, desire to lose weight, body image, eating behavior, weight control strategies and physical activity (PPA) were administered J-AI(9.4 kg) and S-AI(9.8 kg) desired to lose weight more than J-BI(2.5 kg) and S-BI(3.6 kg), respectively (p < 0.001). 85% of J-AI and 93% of S-AI perceived their weight being above average and 23% of J-BI and 34% of S-BI responded similarly (p < 0.001). Body dissatisfaction index (BDI) and eating attitude (EAT26) scores were lower in J-BI(9.7, 12.0) vs. J-AI(16.4, 14.7) and S-BI(12.4, 12.4) vs. S-AI(19.5, 15.4) (p < 0.001). However, PPA was not different for J-BI vs. J-AI, and S-BI vs. S-AL Only 17, 18, 9, and 15% of J.BI, J.AI, S-BI, and S-AI, respectively, exercised regularly. PPA and BDI were only slightly correlated in J-BI(r=0.194, p < 0.005) and S-BI(r=0.220, p < 0.005). Even that the majority of Korean female adolescents perceived they were heavy and desired to lose weight, appropriate exercise and physical activities were not practiced.

Efficient Contrast Enhancement Using Histogram Specification (히스토그램 명세화를 이용한 효율적인 영상 대비 향상)

  • Kim, Young-Ro;Park, Hyun-Sang
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.12
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    • pp.5127-5133
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    • 2010
  • In this paper, an efficient contrast enhancement algorithm using histogram specification is proposed. Histogram equalization and its modified methods have been effective techniques for contrast enhancement. However, they often result in excessive contrast enhancement. Besides conventional histogram specification also has a problem to get the desired histogram. We propose a method that utilizes a simple high frequency filter to get the desired histogram. The proposed technique not only produces better visual results than conventional contrast enhancement techniques, but is also adaptively adjusted to the statistical characteristics of the image.

Autostereoscopic Multiview 3D Display System based on Volume Hologram (체적 홀로그램을 이용한 무안경 다안식 3D 디스플레이 시스템)

  • 이승현;이상훈
    • Journal of the Korea Computer Industry Society
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    • v.2 no.12
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    • pp.1609-1616
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    • 2001
  • We present an autostereoscopic 3D display system using volume hologram. In this proposed system, the interference pattern of angular multiplexed plane reference and object beams are recorded into a volume hologram, which plays a role of guiding object beams of multi-view images into the desired perspective directions. For reconstruction, object beams containing the desired multi-view image information, which satisfy Bragg matching condition, are illuminated in the time-division multiplexed manner onto the crystal. Then multiple stereoscopic images are projected to the display plane for autostereoscopic 3D viewing. It is possible to make a high resolution multiview 3D display system independent upon the viewpoint.

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SOI Image Sensor Removed Sources of Dark Current with Pinned Photodiode on Handle Wafer (ICEIC'04)

  • Cho Y. S.;Lee C. W.;Choi S. Y.
    • Proceedings of the IEEK Conference
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    • 2004.08c
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    • pp.482-485
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    • 2004
  • We fabricated a hybrid bulk/fully depleted silicon on insulator (FDSOI) complementary metal oxide semiconductor (CMOS) active pixel image sensor. The active pixel is comprised of reset and source follower transistors on the SOI seed wafer, while the pinned photodiode and readout gate and floating diffusion are fabricated on the SOI handle wafer after the removal of the buried oxide. The source of dark current is eliminated by hybrid bulk/FDSOI pixel structure between localized oxidation of silicon (LOCOS) and photodiode(PD). By using the low noise hybrid pixel structure, dark currents qm be suppressed significantly. The pinned photodiode can also be optimized for quantum efficiency and reduce the noise of dark current. The spectral response of the pinned photodiode on the SOI handle wafer is very flat between 400 nm and 700 nm and the dark current that is higher than desired is about 10 nA/cm2 at a $V_{DD}$ of 2 V.

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Experimental Study on the Forming Limit Curve of Aluminum Alloy Sheets using Digital Image Correlation (디지털 이미지 상관관계를 이용한 알루미늄 합금 판재의 성형한계도 평가)

  • Kim, Yongbae;Park, Jungsoo;Song, Junghan
    • Journal of Institute of Convergence Technology
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    • v.5 no.1
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    • pp.7-12
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    • 2015
  • Sheet metal formability can be defined as the ability of metal to deform without necking or fracture into desired shape. Every sheet metal can be deformed without failure only up to a certain limit, which is normally known as forming limit curve(FLC). In this paper, the dome stretching tests and tensile tests have been performed to obtain forming limit curve of aluminum alloy. During the experiment, failure strain is measured using digital image correlation(DIC) method. DIC method is a whole-field measurement technique that acquires surface displacements and strains from images information which characterized a random speckle as intensity grey levels. Recently years, this DIC method is being developed and used increasingly in various research. DIC results demonstrated the usefulness and ability to determine a strain.

Development of Robot System for Colony Picking (II) - Performance test of the robot system - (콜로니 픽킹 로봇 시스템의 개발 (II) - 로봇 시스템의 성능실험 -)

  • 이현동;김기대;나건영;이영규
    • Journal of Biosystems Engineering
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    • v.28 no.5
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    • pp.449-456
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    • 2003
  • A robot system was developed to pick desired colony. This robot system consisted of an image acquisition process which acquires the image information of colony, an illumination device which irradiates the object once when it gets the image of it, a picking head, a replicating head, a bed for fixing well-plates, and a sterilization device of sterilizing pin stained with colony. Picking pins were washed in an ultrasonic wave washing for takes ten seconds. Picking pins were dipped for sterilizing in alcohol for ten seconds. The time for resterilizing picking pins in a heater was five seconds. This performance test resulted 100% success rate for both the colony picking and the colony replication process. Considering the procedure in which 8 pins were smeared by colony, picked on a well plate, and sterilized as one cycle, the system could carry out one cycle in 110 seconds. It took about 138 minutes to pick around 600 colonies.

Computer Integrated Surgical Robot System for Spinal Fusion

  • Kim Sungmin;Chung Goo Bong;Oh Se Min;Yi Byung-Ju;Kim Whee Kuk;Park Jong Il;Kim Young Soo
    • Journal of Biomedical Engineering Research
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    • v.26 no.5
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    • pp.265-270
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    • 2005
  • A new Computer Integrated Surgical Robot system is composed of a surgical robot, a surgical planning system, and an optical tracking system. The system plays roles of an assisting surgeon and taking the place of surgeons for inserting a pedicle screw in spinal fusion. Compared to pure surgical navigation systems as well as conventional methods for spinal fusion, it is able to achieve better accuracy through compensating for the portending movement of the surgical target area. Furthermore, the robot can position and guide needles, drills, and other surgical instruments or conducts drilling/screwing directly. Preoperatively, the desired entry point, orientation, and depth of surgical tools for pedicle screw insertion are determined by the surgical planning system based on CT/MR images. Intra-operatively, position information on surgical instruments and targeted surgical areas is obtained from the navigation system. Two exemplary experiments employing the developed image-guided surgical robot system are conducted.

Comparisons of Nutritional Knowledge, Perception of Body Image and Dietary Behavior between Adolescent Boys and Girls in the Daegu$\cdot$Kyungbuk Area (대구, 경북지역 남녀 중학생들의 영양지식, 체형인식 및 식행동에 관한 비교연구)

  • 장현숙
    • Journal of the East Asian Society of Dietary Life
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    • v.12 no.4
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    • pp.299-306
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    • 2002
  • This study was undertaken to compare the obesity related dietary factors among rural middle school students living in the Daegu.Kyungbuk area. Anthropometric data showed that mean height and weight were 162.7$\pm$8.6cm and 53.9$\pm$9.8kg in 220 male students and 158.4$\pm$6.2cm and 51.0$\pm$7.6kg in 210 female student. Mean BMIs for boys and girls were 19.00$\pm$2.35 and 19.30$\pm$2.45, respectively. 71.36% of male students and 71.9% of female students were underweight by the BMI index. Students who skipped the breakfast were up to 66.8%. The reasons for skipping a meal for both sexes were significantly different. Compared to males, more female respondents felt guilty and depressed related to eating. Furthermore, females were more significantly concerned about body image, diet and body weight (p<0.001), and they were not satisfied with their weight. The sources of information on obesity and diet were radio and TV in males, while females gathered information from magazines and friends. The ideal body weight of male students was heavier than the actual body weight while female students desired a thinner body shape. In conclusion, a different approach for nutrition education based on sex should be developed, and implemented fur adolescents.

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