• 한국측량학회지
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• 제38권4호
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• pp.363-373
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• 2020

정사영상 생성을 위한 많은 연구들이 진행되어 왔다. 기존의 방법은 정사영상을 제작할 경우, 폐색지역을 탐지하고 복원하기 위해 항공영상의 외부표정요소와 정밀 3D 객체 모델링 데이터가 필요하며, 일련의 복잡한 과정을 자동화하는 것은 어렵다. 본 논문에서는 기존의 방법에서 탈피하여 딥러닝(DL)을 이용하여 엄밀정사영상을 제작하는 새로운 방법을 제안하였다. 딥러닝은 여러 분야에서 더욱 급속하게 활용되고 있으며, 최근 생성적 적대 신경망(GAN)은 영상처리 및 컴퓨터비전 분야에서 많은 관심의 대상이다. GAN을 구성하는 생성망은 실제 영상과 유사한 결과가 생성되도록 학습을 수행하고, 판별망은 생성망의 결과가 실제 영상으로 판단될 때까지 반복적으로 수행한다. 본 논문에서 독일 사진측량, 원격탐사 및 공간정보학회(DGPF)가 구축하고 국제 사진측량 및 원격탐사학회(ISPRS)가 제공하는 데이터 셋 중에서 라이다 반사강도 데이터와 적외선 정사영상을 GAN기반의 Pix2Pix 모델 학습에 사용하여 엄밀정사영상을 생성하는 두 가지 방법을 제안하였다. 첫 번째 방법은 라이다 반사강도영상을 입력하고 고해상도의 정사영상을 목적영상으로 사용하여 학습하는 방식이고, 두 번째 방법에서도 입력영상은 첫 번째 방법과 같이 라이다 반사강도영상이지만 목적영상은 라이다 점군집 데이터에 칼라를 지정한 저해상도의 영상을 이용하여 재귀적으로 학습하여 점진적으로 화질을 개선하는 방법이다. 두 가지 방법으로 생성된 정사영상을 FID(Fréchet Inception Distance)를 이용하여 정량적 수치로 비교하면 큰 차이는 없었지만, 입력영상과 목적영상의 품질이 유사할수록, 학습 수행 시 epoch를 증가시키면 우수한 결과를 얻을 수 있었다. 본 논문은 딥러닝으로 엄밀정사영상 생성 가능성을 확인하기 위한 초기단계의 실험적 연구로서 향후 보완 및 개선할 사항을 파악할 수 있었다.

• Korean Journal of Acupuncture
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• 제17권1호
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• pp.47-65
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• 2000

The meridian, the meridian point and the Acupuncture-Bu-Xie(鍼灸補瀉) of oriental medicine are very important in the Department of Acupuncture and Moxibustion. Until now it has been confused at the practical use, and it showed up many transformation to the ages and many scholars. And then, I made a study of effects on the thermal changes of Sangyang($LI_1$,商陽), Igan($LI_2$,二間), Samgan($LI_3$,三間), Hapkok($LI_4$,合谷), Yanggye($LI_5$,陽谿), Kokchi($LI_{11}$,曲池), Yonghyang($LI_{20}$,迎香) following acupuncture on the Hapkok with the Rotated Acupuncture-Bu-Xie(捻轉補瀉) stimulation. This study researched into clinical statistics for 140 men who are in good health, and they are studying oriental medicine at Woosuk university in Korea. This study was covered a period of 3 months form June, 1999 to August, 1999. The objective was divided into seven groups, those are the control group(CON, N=20), the acupuncture stimulation group with non-rotation on Hapkok of left hand(A-I, N=20), the acupuncture stimulation group with non-rotation on non-meridian point(NA) of left hand(A-II, N=20), the acupuncture stimulation group with Bu-rotation(捻轉補法) on Hapkok of left hand(B-I, N=20), the acupuncture stimulation group with Bu-rotation on non-meridian point(NA) of left hand(B-II, N=20), the acupuncture stimulation group with Xie-rotation(捻轉瀉法) on Hapkok of left hand(C-I, N=20), and the acupuncture stimulation group with Xie-rotation on non-meridian point of left hand(C-II, N=20). The first, I took a picture for 140 men with the Digital infrared thermal image(D.I.T.I.). After 10 minutes, I took a second picture for each group following experimental methods, those were followed acupuncture on the Hapkok and the non-meridian point with the retentive and Rotated Acupuncture-Bu-Xie stimulation. The results are summarized as follows : 1. The thermal changes of the area which is a meridian point in the Large Intestine Meridian of the acupuncture stimulation group on Hapkok different from the control groups with significantly change. 2.The thermal changes of the area which is a meridian point in the Large Intestine Meridian of acupuncture stimulation groups on non-meridian point was not significantly different from the control group. 3. The thermal changes of the area which is a meridian point in the Large Intestine Meridian of the acupuncture stimulation group with Bu-rotation on Hapkok different from the control group with significant increase. 4. The thermal changes of the area which is a meridian point in the Large Intestine Meridian of acupuncture stimulation group with Bu-rotation on non-meridian point was not significantly different from the control group. 5. The thermal changes of the area which is a meridian point in the Large Intestine Meridian of the acupuncture stimulation group with Xie-rotation on Hapkok different from the control group with significant decrease and increase following the decreasing or increasing temperature class, and the increasing temperature class of the acupuncture stimulation group with Xie-rotation on Hapkok significantly different from the acupuncture stimulation group with Bu-rotation on Hapkok. 6. The thermal changes of the area which is a meridian point in the Large Intestine Meridian of acupuncture stimulation group with Xie-rotation on non-meridian point was not significantly different from the control group. As a conclusion, I could think that the acupuncture stimulation with Bu-rotation or Xie-rotation on Hapkok affected the thermal change of the area which is a meridian point in the Large Intestine Meridian. And then I could relate these results with the existence of the meridian and meridian point, and with the Rotated Acupuncture-Bu-Xie theory of oriental medicine.