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김종완(Jongwan Kim),김세준(Seijoon Kim),박성식(Seongsik Park),윤성로(Sungroh Yoon) 대한전자공학회 2020 대한전자공학회 학술대회 Vol.2020 No.8
Event-based sensors are bio-inspired sensors that differ from conventional frame based-sensors. Instead of capturing images at a fixed rate, they asynchronously measure changes of brightness per-pixel and output a stream of events that encode the time, location, and sign of the brightness changes. Compared to traditional sensors, event-based sensors demonstrate various attractive properties such as low latency, high speed, and high dynamic range. However, different approaches that can process the unconventional output of these sensors, must to be considered in order to reach their potential. This paper provides a comprehensive overview of the event-based sensors with a focus on processing the output of the event-based sensors. Furthermore, we analyze the signal processing from three distinct perspectives, namely, representation, application, and hardware platform.
변형 근치적 유방절제술 시행 환자의 방사선 치료 시 3D-bolus와 step-bolus의 비교 평가
장원석,박광우,신동봉,김종대,김세준,하진숙,전미진,조윤진,정인호,Jang, Wonseok,Park, Kwangwoo,Shin, Dongbong,Kim, Jongdae,Kim, Seijoon,Ha, Jinsook,Jeon, Mijin,Cho, Yoonjin,Jung, Inho 대한방사선치료학회 2016 대한방사선치료학회지 Vol.28 No.1
목 적 : 변형 근치적 유방절제술(modified radical mastectomy, MRM)후 흉벽에 전자선 치료를 받는 환자에게 3D-bolus와 step-bolus를 각각 적용하여 유용성을 비교 평가하였다. 대상 및 방법 : 본 연구는 광자선과 전자선을 이용한 역하키스틱법 방식으로 치료계획이 수립된 총 6명의 유방암 환자를 대상으로 하였다. 전방흉벽에 대한 전자선 처방선량은 회당 180 cGy로 3D 프린터(CubeX, 3D systems, USA)로 제작된 3D-bolus와 본원에서 자체 제작한 기존의 stepbolus를 적용하였다. 3D-bolus와 step-bolus에 대한 표면선량은 GAFCHROMIC EBT3 film (International specialty products, USA)을 이용하여, bolus의 다섯 측정지점(iso-center, lateral, medial, superior, and inferior)에 대한 선량 값을 통해 비교 분석하였다. 또한 3D-bolus와 step-bolus 적용에 따른 치료계획을 각각 수립하여 그 결과를 비교하였다. 결 과 : 표면선량은 3D-bolus 적용 시 평균 179.17 cGy이고 step-bolus는 172.02 cGy였다. 처방선량 180 cGy에 대한 평균 값의 오차율은 3D-bolus 적용 시 -0.47%이고 step-bolus는 -4.43%였다. 측정지점 iso-center에서의 오차율은 3D-bolus 적용 시 최대 2.69%의 차이를 보였고, step-bolus는 5.54%였다. 치료의 오차범위는 step-bolus에서 약 6%이고, 3D-bolus는 약 3%였다. 치료계획을 통해 비교한 흉벽의 평균 표적선량은 0.3%로 큰 차이를 나타내지 않았다. 그러나 폐와 심장의 평균 표적선량은 step-bolus에 비해 3D-bolus에서 -11%와 -8%로 감소하였다. 결 론 : 본 연구 결과로 볼 때 흉벽에 대한 피부표면의 접촉면이 고려된 3D-bolus는 step-bolus에 비하여 환자 피부에 잘 밀착되고, 정밀한 흉벽두께 보상이 가능하기 때문에 선량 균일성이 향상됨을 확인하였다. 또한 흉벽에 대한 선량은 동일하지만 인접장기의 선량을 감소시켜 정상조직을 더 많이 보호함으로써 3D-bolus가 임상적으로 유용한 보상체로 사용될 것으로 사료된다. Purpose : This study aimed to compare and evaluate between the efficiency of two respective devices, 3D-bolus and step-bolus when the devices were used for the treatment of patients whose chest walls were required to undergo the electron beam therapy after the surgical procedure of modified radical mastectomy, MRM. Materials and Methods : The treatment plan of reverse hockey stick method, using the photon beam and electron beam, had been set for six breast cancer patients and these 6 breast cancer patients were selected to be the subjects for this study. The prescribed dose of electron beam for anterior chest wall was set to be 180 cGy per treatment and both the 3D-bolus, produced using 3D printer(CubeX, 3D systems, USA) and the self-made conventional step-bolus were used respectively. The surface dose under 3D-bolus and step-bolus was measured at 5 measurement spots of iso-center, lateral, medial, superior and inferior point, using GAFCHROMIC EBT3 film (International specialty products, USA) and the measured value of dose at 5 spots was compared and analyzed. Also the respective treatment plan was devised, considering the adoption of 3D-bolus and stepbolus and the separate treatment results were compared to each other. Results : The average surface dose was 179.17 cGy when the device of 3D-bolus was adopted and 172.02 cGy when step-bolus was adopted. The average error rate against the prescribed dose of 180 cGy was -(minus) 0.47% when the device of 3D-bolus was adopted and it was -(minus) 4.43% when step-bolus was adopted. It was turned out that the maximum error rate at the point of iso-center was 2.69%, in case of 3D-bolus adoption and it was 5,54% in case of step-bolus adoption. The maximum discrepancy in terms of treatment accuracy was revealed to be about 6% when step-bolus was adopted and to be about 3% when 3D-bolus was adopted. The difference in average target dose on chest wall between 3D-bolus treatment plan and step-bolus treatment plan was shown to be insignificant as the difference was only 0.3%. However, to mention the average prescribed dose for the part of lung and heart, that of 3D-bolus was decreased by 11% for lung and by 8% for heart, compared to that of step-bolus. Conclusion : It was confirmed through this research that the dose uniformity could be improved better through the device of 3D-bolus than through the device of step-bolus, as the device of 3D-bolus, produced in consideration of the contact condition of skin surface of chest wall, could be attached to patients' skin more nicely and the thickness of chest wall can be guaranteed more accurately by the device of 3D-bolus. It is considered that 3D-bolus device can be highly appreciated clinically because 3D-bolus reduces the dose on the adjacent organs and make the normal tissues protected, while that gives no reduction of dose on chest wall.
지식 증류법을 이용한 스파이킹 뉴럴 네트워크의 성능 분석
이동진(Dongjin Lee),김세준(Seijoon Kim),윤성로(Sungroh Yoon) 대한전자공학회 2020 대한전자공학회 학술대회 Vol.2020 No.8
There has been growing interest in spiking neural networks(SNNs) which require far less energy to operate than existing artificial neural networks(ANNs). In addition, SNNs can additionally benefit from strategies such as network quantization and network pruning to save energy in ANNs. From this point of view, this paper proposes a simple knowledge distillation method that can be implemented on SNN models for image classification. To the best of authors’ knowledge, this is the first work that improves performance of the target SNN model by applying the knowledge distillation.
유방암 방사선치료시 조직등가보상체와의 비교를 통한 Brass mesh bolus의 유용성 평가
봉주연,김경태,전미진,하진숙,신동봉,김세준,김종대,Bong, Juyeon,Kim, Kyungtae,jeon, Mijin,Ha, Jinsook,Shin, Dongbong,Kim, Seijoon,Kim, Jongdae 대한방사선치료학회 2017 대한방사선치료학회지 Vol.29 No.1
목 적: 유방암 방사선 치료에서 조직등가보상체의 단점을 해결하기 위해 황동그물망보상체(Brass mesh bolus)가 최근 연구되고 있다. 본 연구의 목적은 국내에 처음 소개되는 황동그물망보상체의 안정성을 조사하고, 표면선량을 평가하고자 하였다. 대상 및 방법: 조직등가보상체 5 mm와 가장 비슷한 황동그물망보상의 두께를 확인하기 위해 표면선량을 측정하였다. 6 MV 선형가속기와 광자극형광선량계(optically stimulated luminescent dosimeter, OSLD)를 사용하였다. 흉곽팬텀을 이용한 2문 대항접선조사를 황동그물망보상체와 조직등가보상체의 비교를 통하여 연구에 적용하였다. 결 과: 표면선량 측정을 기반으로 조직등가보상체 5 mm와 가장 유사한 두께는 황동그물망보상체를 두 겹에 해당되는 3 mm였고, 평균 상대오차율은 0.38 %였다. 흉곽팬텀을 사용한 황동그물망보상체의 표면선량은 조직등가보상체에 비해 약 1.069배 증가하였다. 결 론: 본 실험에서 황동그물망보상체는 기존 조직등가보상체 선량균등도가 향상된 것으로 확인되었다. 실험을 바탕으로 황동그물망보상체가 기본 조직등가보상체를 대체 가능 할 것으로 사료된다. 하지만 다양한 임상적 평가가 필요할 것으로 사료된다. Purpose: In breast cancer radiotherapy, brass mesh bolus has been recently studied to overcome disadvantage of conventional bolus. The purpose of this study is to investigate the stability of first introduced the brass mesh in the country, and evaluate the skin surface dose of that. Materials and Methods: The measurement of skin surface dose was evaluated to verify similar thickness of the Brass mesh bolus that compared conformal tissue equivalent bolus with 5 mm thickness. We used 6 MV photons on an ELEKTA VERSA linear accelerator and optically stimulated luminescent dosimeter (OSLD). In addition, two opposed beam using IMRT phantom was applied to comparative study of brass mesh bolus between tissue equivalent bolus. Results: The results showed that similar thickness of the Brass mesh bolus was 3 mm compared with 5 mm tissue equivalent bolus by measuring the skin surface dose of solid phantom. The surface dose for IMRT thorax phantom using 3 mm brass mesh bolus was about 1.069 times greater than that using tissue equivalent bolus. Conclusion: In this study, we found that the brass mesh bolus improved better reduction of skin sparing effect and dose uniformity than tissue equivalent bolus. However evaluation for various clinic cases should be investigated.