CNN 기반 동물상 인식 모델 구현

박용빈 ( Yong Bin Park ),임선영 ( Sun-young Ihm ) 한국정보처리학회 2022 한국정보처리학회 학술대회논문집 Vol.29 No.1

최근 딥러닝 기반의 이미지 분류는 다양한 산업과 서비스에서 활용되고 있으며, 이미지 인식을 통한 다양한 테스트가 SNS를 통해 인기를 끌고 있다. CNN은 대표적인 이미지 분류를 위한 신경망 모델로 본 연구에서는 사진속의 얼굴에 대해 동물상 인식을 위하여 동물 얼굴 이미지 및 각 동물상을 대표하는 연예인의 이미지를 수집하고, CNN 기반의 동물상 인식 모델을 구현하였다.

체외수정 생쥐 배아에서의 배아 줄기세포 확립

문신용,박용빈,김희선,오선경,천대우,서창석,최영민,김정구,이진용,김석현,Shin, Yong-Moon,Park, Yong-Bin,Kim, Hee-Sun,Oh, Sun-Kyung,Chun, Dae-Woo,Suh, Chang-Suk,Choe, Young-Min,Kim, Jung-Gu,Lee, Jin-Yong,Kim, Seok-Hyun 대한생식의학회 2002 Clinical and Experimental Reproductive Medicine Vol.29 No.1

Objective: In order to acquire the technique for the establishment of human embryonic stem cells (ESe) derived from the human frozen-thawed embryos produced in IVF-ET program, this study was performed to establish mouse ESC derived from the in vitro fertilized embryos. Materials and Methods: After Fl hybrid (C57BL female $\times$ CBA mael) female mice were superovulated with PMSG and hCG treatment, their oocytes were retrieved and inseminated, and the fertilized embryos were cultured for 96-120 hours until the expected stages of blastocysts were obtained. To isolate the inner cell mass (ICM), either the blastocysts were treated with immunosurgery, or the whole embryos were cultured for 4 days. Isolated ICMs were then cultured onto STO feeder cell layer, and the resultant ICM colonies were subcultured with trypsin-EDTA treatment. During the subculture process, ESC-like cell colonies were observed with phase contrast microscopy. To identify ESC in the subcultured ESC-like cell colonies, alkaline phosphatase activity and Oct-4 (octamer-binding transcription factor-4) expression were examined by immunohistochemistry and RT-PCR, respectively. To examine the spontaneous differentiation, ESC-like cell colonies were cultured without STO feeder cell layer and leukemia inhibitory factor (LIF). Results: Seven ESC-like cell lines were established from ICMs isolated from the in vitro fertilized embryos. According to the developmental stage, the growth of ICMs isolated from the expanded blastocysts was significantly better than that of ICMs isolated from the hatched blastocysts (80.3% vs. 58.7%, p<0.05). ESC-like cell colonies were only obtained from ICMs of expanded blastocysts. However, the ICMs isolated from the embryos treated with immunosurgery were poorly grown and frequently differentiated during the culture process. The established ESC-like cell colonies were positively stained with alkaline phosphatase and expressed Oct-4, and their morphology resembled that observed in the previously reported mouse ESC. In addition, following the extended in vitro culture process, they maintained their expression of cell surface markers characteristic of the pluripotent stem cells such as alkaline phosphatase and Oct-4. When cultured without STO feeder cell layer and LIF, they were spontaneously differentiated into the various types of cells. Conclusion: The findings of this study suggest that the establishment of mouse ESC can be successfully derived from the in vitro fertilized embryos. The established ESC-like cells expressed the cell surface markers characteristic of the pluripotent stem cells and spontaneously differentiated into the various types of cells.

인간 배아 줄기세포의 초자화 동결 및 초급속 융해에 관한 연구

문신용,박용빈,김희선,성기청,오선경,천대우,서창석,최영민,김정구,이진용,김석현,Moon, Shin-Yong,Park, Yong-Bin,Kim, Hee-Sun,Sung, Ki-Chung,Oh, Sun-Kyung,Chun, Dae-Woo,Suh, Chang-Suk,Choi, Young-Min,Kim, Jung-Gu,Lee, Jin-Yong,Kim, Seok-H 대한생식의학회 2002 Clinical and Experimental Reproductive Medicine Vol.29 No.1

Objective: This study was carried out to establish the effectiveness of the vitrification method and the optimal cryoprotectants in the cryopreservation of human embryonic stem cells (ESC). Materials and Methods: Human ESC clumps established at Seoul National University Hospital (SNUhES 1) were cryopreserved with the vitrification method using the EM grid. EDS and EFS40 were used as vitrification solutions. Results: Between the EDS and EFS40 groups, there was no significant difference in the recovery rate after cryopreservation of human ESC. The formation rates of ESC colonies in the vitrified groups were significantly lower than those in the control ESC group (p<0.05, p<0.05). In addition, the formation rate of ESC colonies in the EDS group was significantly higher than that in the EFS40 group (p<0.05). The ESC colonies in the vitrified groups were significantly smaller after culture duration of 2 and 4 days, respectively, compared with the control ESC group (p<0.1, p<0.05). However, these effects could be reduced to nonsignificant level by the additional culture of ESC colonies. The vitrified human ESC retained the properties of pluripotent cells, including the expression of cell surface. markers for the undifferentiated cells such as alkaline phosphatase and SSEA-4 (stage-specific embryonic antigen-4), and the expression of transcription factor Oct-4 (octamer-binding transcription factor-4), and the normal karyotype. Conclusion: The vitrification method using the EM grid and EDS solution was confirmed to be very effective for the cryopreservation of human ESC.

인간 배아줄기세포로의 eGFP 유전자 도입 및 특성 분석

김윤영,구승엽,박용빈,오선경,문신용,최영민,Kim, Yoon-Young,Ku, Seung-Yup,Park, Yong-Bin,Oh, Sun-Kyung,Moon, Shin-Yong,Choi, Young-Min 대한생식의학회 2009 Clinical and Experimental Reproductive Medicine Vol.36 No.4

목 적: 인간 배아줄기세포 (human embryonic stem cells; hESCs)는 체외에서 오랫동안 증식할 수 있으며, 모든 종류의 세포로 분화할 수 있는 능력을 가진 세포이다. 그러므로, 인간 배아줄기세포는 세포치료의 세포공급원의 역할을 할 수 있을 것으로 기대를 모으고 있다. 인간 배아줄기세포로의 외래 유전자의 도입은 분화경로 규명 및 특정 유전자의 기능 규명 등에 효과적으로 이용될 수 있다. 본 연구에서는 렌티 바이러스를 이용하여 eGFP 유전자를 XY와 XX 핵형을 가진 인간 배아줄기세포주에 도입하고자 하였다. 연구방법: 렌티 바이러스를 이용하여 eGFP 유전자를 인간 배아줄기세포에 도입하였다. 도입된 eGFP의 발현은 형광현미경을 이용하여 확인하였으며, 유세포 분석을 통하여 eGFP 발현세포의 비율을 분석하였다. 또한, eGFP가 도입된 인간 배아줄기세포에서 표지인자인 Oct4, SSEA4 및 Tra-1-81의 발현을 확인하였으며, 배아체의 형성 여부를 확인하여 특성분석을 수행하였다. 결 과: eGFP는 인간 배아줄기세포로 성공적으로 도입되었다. eGFP의 발현은 40 계대 이상 안정적으로 지속되었다. eGFP를 발현하는 인간 배아줄기세포는 eGFP 도입 후에도, 배아줄기세포의 특성을 유지하고 있음이 확인되었다. 또한, 자연적 분화 동안 발현이 감소하는 현상이 관찰되었다. 결 론: 본 연구에서는 렌티 바이러스를 이용하여 eGFP가 도입된 인간 배아줄기세포주를 확립하였으며, 그 특성이 유지되고 있음을 확인하였다. 표지 유전자가 도입된 인간 배아줄기세포주는 분화 및 다른 연구에 활용될 수 있을 것으로 기대된다. Objective: Human embryonic stem cells (hESCs) can proliferate indefinitely and differentiate into all kinds of cell types in vitro. Therefore, hESCs can be used as a cell source for cell-based therapy. Transduction of foreign genes to hESCs could be useful for tracing differentiation processes of hESCs and elucidation of gene function. Thus, we tried to introduce enhanced green fluorescent protein (eGFP) gene to hESCs, XX and XY cell lines in this study. Methods: Lentivirus containing eGFP was packaged in 293T cells and applied to hESCs to transduce eGFP. Expression of transduced eGFP was evaluated under the fluorescence microscope and eGFP positive population was analyzed by FACS. Expression of undifferentiation state markers such as Oct4, Nanog, SSEA4 and Tra-1-81 was examined by RT-PCR and/or immunofluorescence in eGFP-hESCs after transduction. In addition, the ability of eGFP-hESCs to form embryoid bodies (EBs) was tested. Results: eGFP was successfully transduced to hESCs by lentivirus. eGFP expression was stably maintained up to more than 40 passages. eGFP-hESCs retained expression patterns of undifferentiation state markers after transduction. Interestingly, disappearance of transduced eGFP was notably observed during spontaneous differentiation of eGFP-hESCs. Conclusion: We established eGFP expressing hESC lines using lentivirus and showed the maintenance of undifferentiation characteristics of these eGFP-hESCs. This reporter-containing hESCs could be useful for tracing the processes of differentiation of hESCs and other studies.

반려견을 위한 스마트 가슴줄

박주형(Ju-Hyoeng Park),박현근(Hyeon-Keon Park),박용빈(Young-Bin Park),정병준(Byung-Jun Jung),임도현(Do-Hyun Lim),오승우(Seung-U Oh),노지송(Ji-Song Noh),정현곤(Hyun-Kon Jeong),고영진(Yeong-Jin Goh) 대한전기학회 2023 대한전기학회 학술대회 논문집 Vol.2023 No.11

초기 계대 인간 배아줄기세포의 해동 후 효율적인 배양 방법

백진아,김희선,설혜원,서진,정주원,윤보애,박용빈,오선경,구승엽,김석현,최영민,문신용,Baek, Jin-Ah,Kim, Hee-Sun,Seol, Hye-Won,Seo, Jin,Jung, Ju-Won,Yoon, Bo-Ae,Park, Yong-Bin,Oh, Sun-Kyung,Ku, Seung-Yup,Kim, Seok-Hyun,Choi, Young-Min,Moon, 대한생식의학회 2009 Clinical and Experimental Reproductive Medicine Vol.36 No.4

목 적: 인간 배아줄기세포 (human embryonic stem cells; hESCs)는 미분화 상태로 무한 증식할 수 있는 자가 증식(self-renewal) 능력과 인체의 모든 세포로 분화할 수 있는 전분화능 (pluripotency)의 특징을 가진 세포로, 손상된 세포를 건강한 세포로 대체하고자 하는 세포치료 (cell therapy) 연구에 활용하기 위한 세포 공급원 (cell source)으로 제시되고 있다. 그러나 인간 배아줄기세포는 확립된 초기에 세포를 안정적으로 배양하고 유지하는 과정이 쉽지 않으며, 특히 동결보존되어 있던 세포를 해동한 후 배양할 때 자연 발생적 분화가 높기 때문에 세포주의 유지에 많은 어려움이 따른다. 본 연구에서는 동결보존되어 있던 초기 계대의 인간 배아줄기세포를 해동하여 다시 배양할 때 자연 발생적 분화 부분을 기계적 분리 방법으로 제거하여 미분화 상태의 세포를 보다 빠르게 확보하기 위한 효율적인 방법에 대해 알아보고자 하였다. 연구방법: 인간 배아줄기세포를 계대 배양한지 4일이 되는 날, 50% 이상의 자연 발생적 분화가 나타난 세포군에서 분화된 부분만을 절개용 유리 피펫 (drawn-out dissecting pasture pipette)을 사용하여 기계적인 방법으로 제거하였다. 이후 지속적으로 배양액을 교환해 주며 세포군의 제거된 부분을 7일째 되는 날까지 관찰하였다. 결 과: 기계적 분리 방법을 사용하여 인간 배아줄기세포의 자연 발생적인 분화 부분을 제거한 빈 공간에 미분화상태의 인간 배아줄기세포가 분열하여 채워지는 것을 관찰하였다. 또한, 이 실험 방법을 연속 두 번 적용하여 배양했을 때 미분화 세포로 회복되는 세포군의 비율이 조금 더 높아지는 것을 확인할 수 있었다. 결 론: 동결되어 있던 초기 계대 인간 배아줄기세포의 해동 후, 자연 발생적 분화에 의해 미분화 상태를 유지하는 세포의 수가 적어 계대를 유지 하기가 어려울 때 이와 같은 기계적 분리 방법을 사용하여 자연 발생적 분화 부분을 제거한 후 배양을 지속하는 것이 단기간 내에 미분화 상태를 유지하는 인간 배아줄기세포의 양적 확보를 위한 효율적인 방법이라고 사료된다. Objective: Human embryonic stem cells (hESCs) have the capacity to differentiate into all of the cell types and therefore hold promise for cell therapeutic applications. In order to utilize this important potential of hESCs, enhancement of currently used technologies for handling and manipulating the cells is required. The cryopreservation of hESC colonies was successfully performed using the vitrification and slow freezing-rapid thawing method. However, most of the hESC colonies were showed extremely spontaneous differentiation after freezing and thawing. In this study, we were performed to rapidly collect of early passage hESCs, which was thawed and had high rate of spontaneously differentiation of SNUhES11 cell line. Methods: Four days after plating, partially spontaneously differentiated parts of hESC colony were cut off using finely drawn-out dissecting pipette, which is mechanical separation method. Results: After separating of spontaneously differentiated cells, we observed that removed parts were recovered by undifferentiated cells. Furthermore, mechanical separation method was more efficient for hESCs expansion after thawing when we repeated this method. The recovery rate after removing differentiated parts of hESC colonies were 55.0%, 74.5%, and 71.1% when we have applied this method to three passages. Conclusion: Mechanical separation method is highly effective for rapidly collecting and large volumes of undifferentiated cells after thawing of cryopreserved early passage hESCs.

Development of View-dependent Autostereoscopic 3D Display Method for Real Application

Huh, Kyung-Moo,Park, Young-Bin 단국대학교 신소재기술연구소 2001 신소재 Vol.10 No.-

Among the several type of 3D display method, the autostereoscopic method has an advantage that we can enjoy 3D image without any additional device, but the method has a disadvantage of a narrow viewing zone and so the moving viewer cannot see the 3D image continuously. This disadvantage can be overcome with the detection of viewer's positional movement by head tracking. In this paper, we suggest a method of detecting the two eyes position of moving viewer by using images obtained through a color CCD camera. The suggested method consists of the preprocessing process and the eye-detection process. Through the experiment of applying the proposed method. we could detect the accurate two-eyes position for 78 images among 80 sample input images of 8 different men (97.5% success rate) with the processing speed of 0.39 second/frame using Pentium Ⅱ personal computer. And through the similarity measurement of stereo image rendered at z-buffer by Open Inventor and captured by stereo camera using robot, we could find that viewpoint-dependent 3D images obtained by our proposed method is optimal to the viewer.