• Title/Summary/Keyword: fish image

Search Result 159, Processing Time 0.056 seconds

Bioimage Analyses Using Artificial Intelligence and Future Ecological Research and Education Prospects: A Case Study of the Cichlid Fishes from Lake Malawi Using Deep Learning

  • Joo, Deokjin;You, Jungmin;Won, Yong-Jin
    • Proceedings of the National Institute of Ecology of the Republic of Korea
    • /
    • v.3 no.2
    • /
    • pp.67-72
    • /
    • 2022
  • Ecological research relies on the interpretation of large amounts of visual data obtained from extensive wildlife surveys, but such large-scale image interpretation is costly and time-consuming. Using an artificial intelligence (AI) machine learning model, especially convolution neural networks (CNN), it is possible to streamline these manual tasks on image information and to protect wildlife and record and predict behavior. Ecological research using deep-learning-based object recognition technology includes various research purposes such as identifying, detecting, and identifying species of wild animals, and identification of the location of poachers in real-time. These advances in the application of AI technology can enable efficient management of endangered wildlife, animal detection in various environments, and real-time analysis of image information collected by unmanned aerial vehicles. Furthermore, the need for school education and social use on biodiversity and environmental issues using AI is raised. School education and citizen science related to ecological activities using AI technology can enhance environmental awareness, and strengthen more knowledge and problem-solving skills in science and research processes. Under these prospects, in this paper, we compare the results of our early 2013 study, which automatically identified African cichlid fish species using photographic data of them, with the results of reanalysis by CNN deep learning method. By using PyTorch and PyTorch Lightning frameworks, we achieve an accuracy of 82.54% and an F1-score of 0.77 with minimal programming and data preprocessing effort. This is a significant improvement over the previous our machine learning methods, which required heavy feature engineering costs and had 78% accuracy.

A Study on Manufacture of Phosphor Screen for Video Phone Tube (Video Phone Tube用 형광박의 제조에 관한 연구)

  • Woo, Jin-Ho
    • Journal of the Korean Graphic Arts Communication Society
    • /
    • v.22 no.2
    • /
    • pp.123-138
    • /
    • 2004
  • The video phone tube (VPT) of monochrome CRT have utilized home door phone, fish-finder and the rear watch monitors. Phosphor screen formation is made by electrodeposition spin coating and thermal transfer methods etc. Recently, thermal transfer method was developed, as a novel method, to form the phosphor surface for mnonchrom VPT. This method have advantages of simple process, automatization, clean environment, saving raw material and saving running-cost. In this study, it was developed new phosphor of VPT, and tested about phosphor paste properties. An experimental studies of VPT as a new phosphor property and improved VPT's manufacturing process shortening and brightness. As thermal transper method is a paste processing, it is important that rheology of phosphor effects on the formation of phosphor screen. Hence this paper was studied rheology properties of phosphor paste and the formation of phosphor screen had looked most suitable condition. Experimented thermal separation properties of low calcination temperature resin and the result analyzed comparison by TGA. Also, examined calcination properties to reduce remaining binder phosphor.

  • PDF

The Research Regarding of Visitors' Perception of Animal Elements in Landscape Architecture

  • Shen, Ning;Bae, Jung Nam;Zhang, Li-Qin;Piao, Yong-Ji
    • Journal of Environmental Science International
    • /
    • v.22 no.6
    • /
    • pp.679-686
    • /
    • 2013
  • Based on the survey of East Lake Park, South Lake Park and Tian Waicun in Tai'an by questionnaire survey, on-the-spot investigation and in-depth interview, the paper analyzes the tendencies of visitors to the animal elements and animal landscape in landscape architecture from three terms: primary attributes, the cognition of animal elements and animal elements landscape preferences. We have drawn several conclusions: the landscapes of animal elements are in urgent demand by the public ; The animal elements having lovely image, auspicious meaning and local characteristics are the most popular application types of animal elements landscapes ; The most favorite types of animals and animal elements are: doves, cranes monkeys, pandas, butterflies, dragonflies, fold fish, dolphins, dragons and cartoon animals ; The popular landscaping techniques of animal elements are the methods of combining with plants, buildings and garden ornaments.

A Study on a Prototype for the Development of a Marine Character Based on the 『Jasan-urbo』 (자산어보를 토대로 한 해양캐릭터 개발을 위한 원형 연구)

  • Lee, Young-suk
    • Journal of Korea Multimedia Society
    • /
    • v.21 no.3
    • /
    • pp.432-440
    • /
    • 2018
  • In this study, we propose a marine character prototype study for development of a marine character as digital contents. This study is a precedent study to build a marine character database with the production of digital contents based on "Jasan-urbo". "Jasan-urbo" is a representative cultural heritage that can highlight the value of Korean marine culture as the first illustrated book of marine creatures in Korea. Therefore, we examined the use value of "Jasan-urbo" through the content approach and looked at the visualization for character utilization and then designed a marine fish species classification standard model. Finally, this study proposed the possibility of discovering prototype sources for digitalization of Korean marine creature's resources.

DEVELOPMENT OF WIDE-FIELD IMAGING CAMERA FOR ZODIACAL LIGHT OBSERVATION

  • KWON S. M.;HONG S. S.;SHIN K. J.
    • Journal of The Korean Astronomical Society
    • /
    • v.37 no.4
    • /
    • pp.179-184
    • /
    • 2004
  • We have developed a wide-field imaging camera system, called WICZO, to monitor light of the night sky over extended period. Such monitoring is necessary for studying the morphology of interplanetary dust cloud and also the time and spatial variations of airglow emission. The system consists of an electric cooler a CCD camera with $60\%$ quantum efficiency at 500nm, and a fish-eye lens with $180^{\circ}$ field of view. Wide field imaging is highly desired in light of the night sky observations in general, because the zodiacal light and the airglow emission extend over the entire sky. This paper illustrates the design of WICZO, reports the result of its laboratory performance test, and presents the first night sky image, which was taken, under collaboration with Byulmaro Observatory, on top of Mt. Bongrae at Yongweol in January, 2004.

A Study on the Automatic Counting Method of Number of Chlorella

  • Ota, Makoto;Sumi, Yasuaki;Yabuki, Noboru;Obote, Shigeki;Matsuda, Yoshitaka;Fukui, Yutaka
    • Proceedings of the IEEK Conference
    • /
    • 2000.07b
    • /
    • pp.789-792
    • /
    • 2000
  • Marine chlorella (Nannochloropsis oculata) is cultivated at the fish farming association of experimental fishery laboratory. In the culture of the chlorella, it is necessary to count the number of chlorella in order to understand the condition of increase. For that purpose, we develop automatic chlorella counter using the image processing and the neural network. Its effectiveness is confirmed through the experiment.

  • PDF

Experiment of flow field characteristics around perforated-type fish reef considering reflection coefficient (반사율을 고려한 다공성 인공어초의 유동장 분석(PIV 테스트))

  • Yoon, Jae Seon;Ha, Taemin
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2019.05a
    • /
    • pp.280-280
    • /
    • 2019
  • 복잡한 구조의 인공어초는 그 형상에 따라 다양한 유동의 특성을 나타낸다. 이러한 유동장 분석은 여러 방면에서 다양한 실험적 연구가 수행되었으나, 현실적으로 좁은 측정영역 내에서 접촉식 계측장비의 설치가 불가하고 갇혀진 수로 내에서 발생하는 반사파랑의 영향으로 인하여 사실상 정량적인 결과도출이 어려운게 현실이다. 본 연구에서는 2차원 단면실험수로 내에 별도의 소파장치를 고안하여 단위 시간당 발생하는 반사율을 측정하고 그에 따른 인공어초 인근의 유동장의 양상을 검토하였다. 수리모형실험은 1/50의 실험축척을 적용하였으며, 서해의 조석 1주기를 재현함과 동시에 반사파랑을 최소화하기 위하여 동일한 스펙트럼(브렛슈나이더-Mytuyatu spectrum) 조건에서의 입사파랑을 15번 반복적으로 조파하였다. 실험 시 측정된 반사율은 0.05에 해당하며, PIV(Particle Image Velocimerty)시스템을 활용하여 인공어초 내부의 미세유동장을 측정하였다.

  • PDF

마우스 수정란의 발생단계별 telomeric DNA의 분포양상과 telomerase activity 분석

  • 강민영;한명숙;조은정;이재화;손시환
    • Proceedings of the Korean Society of Developmental Biology Conference
    • /
    • 2003.10a
    • /
    • pp.112-112
    • /
    • 2003
  • Telomere란 진핵세포에 존재하는 DNA-protein 복합체로서 염색체의 말단부에 tandem repeated DNA 서열 (TTAGGG)과 특정 단백질로 구성되어 있으며 세포 분열이 진행함에 따라 이의 길이가 짧아지게 되고 일정 길이 이하가 되면 세포의 사망이 유발된다. 반면 telomerase는 ribonucleoprotein으로서 telomeric DNA의 합성에 관여하는 것으로 염색체의 말단에 telomeric DNA의 소실을 보충하는 역할로 알려져 있다. 최근 암, 노화 등과 관련하여 telomere 및 telomerase의 연구들이 활발히 진행되고 있으며, 다양한 세포들에 있어 이들의 존재와 역할에 대해서도 많은 연구들이 수행되고 있다. 포유동물의 초기 배자에 있어 telomere의 분포 양상과 telomerase의 activity의 분석은 배 발생의 기작과 배자의 세포적 특성을 구명하는데 매우 중요한 과제라 사료된다. 따라서 본 연구에서는 마우스의 초기 배 발생 단계별 수정란의 telomeric DNA의 분포 양상과 각 단계별 배자들의 telomerase activity를 제시하고자 하였다. 시험에 공시된 마우스는 4-6주령된 ICR계통으로 이들을 과배란 처리 후 자연 교배시켜 얻은 2-, 4-, 8-세포기배, 상실배 및 배반포배를 대상으로 하였다. Telomeric DNA의 양적 분석은 각 발생단계별 수정란의 표본을 제작하고 human telomere repeat probe를 이용하여 FISH (fluorescence in situ hybridization)를 시행하였으며, 분리된 할구들을 형광현미경으로 관찰 후 상을 포착하고 image analyser program (MataMorph, UIC, USA)을 이용하여 한 개의 세포내 telomere의 상대적 함량을 분석하였다. 발생 단계별 배자의 telomerase activity의 분석은 TRAP (telomeric repeat amplofication protocol) assay로 분석한 바 각 발생 단계별 30개의 수정란으로부터 핵 단백질을 추출하여 telomerase를 신장시키고 PCR을 시행한 후 15% PAGE gel loading하여 이의 activity를 확인하였다. 분석 결과, telomeric DNA의 함유율은 발생단계별 다소의 차이를 나타내었으며 telomerase activity는 모든 발생단계의 수정란에서 확인할 수 있었고, 특히 상실배부터 높게 나타남을 확인하였다.

  • PDF

A Study on the Numerical Modeling of the Fish Behavior to the Model Net - Swimming Characteristics of Rainbow Trout, Salmo Gairdnerii in the Water Tank Without Model Net - (모형 그물에 대한 어군행동의 수직 모델링에 관한 연구 - 모형 그물이 없는 수조에서의 무지개송어의 유영특성 -)

  • 이병기
    • Journal of the Korean Society of Fisheries and Ocean Technology
    • /
    • v.31 no.1
    • /
    • pp.74-83
    • /
    • 1995
  • To estimate the parameters of a mathematical model of fishes' swimming behavior, the behavior in a experimental water tank was observed and analyzed using the video monitoring system. The tank was equipped with vertical circulation system, and measured $3,500L\;{\times}\;1,500B\;{\times}\;1,000H\;mm$ at flow channel and $1,200L\;{\times}\;900B\;{\times}\;500H\;mm$ at observational part. Rainbow trout, salmo gairdnerii were used as experimental fishes. Their swimming behavior in the tank was observed by the monitoring system, and the positions of every individual were checked at 0.5 second intervals by the image processing of recorded pictures for 5 minutes. The mean swimming speed calculated from the time series data of positions of every individual ranged from 2.5BL cm/sec to 2.9BL cm/sec at the stagnated flow. The mean swimming speed of 10 individuals in a school increased according to the flow speed. The mean swimming depth ranged from 17 cm to 38 cm even though it changed irregularly at the stagnated flow and gradually became stable according to the increase of flow speed. In the present study, the mean distance of individuals from wall of the tank varied from 17.6cm to 21.4cm. The mean distance between the nearest individual varied from 0.4BL cm to 0.7BL cm when 10 individuals in a school were observed. The mean dimension of fish schools became enlarged in all directions according to increase in the number of individuals, and as flow speed increased the horizontal dimension of fish schools expanded while their vertical dimension decreased.

  • PDF

The Study of Fisheye Lens for the Causes of Rapid Illumination Drop and the Ways to Correct on an Image Sensor due to an Ultra Wide Angle of View (어안렌즈 시야각의 광각화에 따른 조도저하의 원인과 개선방안에 관한 연구)

  • Rim, Cheon-Seog
    • Korean Journal of Optics and Photonics
    • /
    • v.23 no.5
    • /
    • pp.179-188
    • /
    • 2012
  • Lenses with an ultra wide angle of view are usually called fisheye lenses since a fish can see an ultra wide panoramic view under water. As the angle of view for these kinds of lenses reaches a wide angle, the illumination on an image sensor is reduced by a rapid drop. In this paper, we discuss the causes and the ways to correct for a rapid drop. First, it is treated for the sign convention of directional cosine vectors and normal vectors on the curved surface by means of analytic geometry. And, from the fundamental discussion for these vectors, the rapid illumination drop is numerically analyzed for various kinds of causes by utilizing geometrical optics and radiometry as well as Fresnel equations derived from electromagnetic boundary conditions. As a result, we are able to get the full understanding for the rapid illumination drop and to propose ways to correct effects due to an wide angle of view.