• Title/Summary/Keyword: 피부 병변 분할

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Deep Learning based Skin Lesion Segmentation Using Transformer Block and Edge Decoder (트랜스포머 블록과 윤곽선 디코더를 활용한 딥러닝 기반의 피부 병변 분할 방법)

  • Kim, Ji Hoon;Park, Kyung Ri;Kim, Hae Moon;Moon, Young Shik
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.26 no.4
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    • pp.533-540
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    • 2022
  • Specialists diagnose skin cancer using a dermatoscopy to detect skin cancer as early as possible, but it is difficult to determine accurate skin lesions because skin lesions have various shapes. Recently, the skin lesion segmentation method using deep learning, which has shown high performance, has a problem in segmenting skin lesions because the boundary between healthy skin and skin lesions is not clear. To solve these issues, the proposed method constructs a transformer block to effectively segment the skin lesion, and constructs an edge decoder for each layer of the network to segment the skin lesion in detail. Experiment results have shown that the proposed method achieves a performance improvement of 0.041 ~ 0.071 for Dic Coefficient and 0.062 ~ 0.112 for Jaccard Index, compared with the previous method.

Attention-based deep learning framework for skin lesion segmentation (피부 병변 분할을 위한 어텐션 기반 딥러닝 프레임워크)

  • Afnan Ghafoor;Bumshik Lee
    • Smart Media Journal
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    • v.13 no.3
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    • pp.53-61
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    • 2024
  • This paper presents a novel M-shaped encoder-decoder architecture for skin lesion segmentation, achieving better performance than existing approaches. The proposed architecture utilizes the left and right legs to enable multi-scale feature extraction and is further enhanced by integrating an attention module within the skip connection. The image is partitioned into four distinct patches, facilitating enhanced processing within the encoder-decoder framework. A pivotal aspect of the proposed method is to focus more on critical image features through an attention mechanism, leading to refined segmentation. Experimental results highlight the effectiveness of the proposed approach, demonstrating superior accuracy, precision, and Jaccard Index compared to existing methods

Efficacy and Safety of a Biodegradable Hyaluronic Acid Microneedle Patch for Dry Skin in Atopic Dermatitis : A Single-blinded, Split-body, Randomized Controlled Trial (아토피피부염 피부건조 증상 개선에 대한 용해성 마이크로니들 패치의 유효성 및 안전성 평가 임상연구)

  • Ji-Hoon Song;Gi-Hyun Lee;Min-Yeong Jung;Jung-Hwa Choi;Soo-Yeon Park
    • The Journal of Korean Medicine Ophthalmology and Otolaryngology and Dermatology
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    • v.36 no.1
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    • pp.78-95
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    • 2023
  • 목적 : 마이크로니들 패치는 피부장벽의 주요 구성성분인 각질층을 관통할 수 있어 일반적인 경피를 통한 약물 전달 수단보다 더 효율적으로 약물을 전달할 수 있다는 장점이 있어 다양한 분야에서 응용되고 있다. 본 임상연구는 아토피피부염 환자의 피부 건조 증상에 대하여 용해성 히알루론산 마이크로니들 패치와 외용제를 병행하여 용해성 마이크로니들 패치의 유효성과 안전성을 평가하였다. 방법 : 본 연구는 단일 기관, 연구자 주도, 평가자 눈가림, 인체 분할 연구로 설계된 무작위 배정 임상시험으로, 피부건조 증상이 있는 아토피피부염 환자 20명을 대상으로 임상연구를 수행하였다. 한 명의 피험자에서 2곳의 시험 병변을 선택한 후, 무작위 배정으로 각각 시험 병변과 대조 병변을 결정하여 2주 동안 매일 양측 병변에 모두 아로마 크림을 도포한 다음, 시험 병변에만 용해성 히알루론산 마이크로니들 패치를 추가로 부착하였다. 결과 : 1차 유효성 평가지표인 local scoring atopic dermatitis(L-SCORAD) index는 치료 후에 시험 병변이 대조 병변보다 유의성 있게 호전되었다. 2차 유효성 평가지표 중 피부 건조감 VAS와 피부 수분 함유량도 시험 병변이 대조 병변보다 유의성 있는 개선을 보였다. Investigator's Global Assessment scale, 소양감 VAS, 경피수분손실량에 있어서는 시험 병변과 대조 병변 모두 치료 후에 유의성 있게 호전되었으나, 두 병변 간의 차이에는 유의성이 없었다. 이상 반응은 나타나지 않았으므로 안전성도 확인되었다. 결론 : 용해성 히알루론산 마이크로니들 패치와 외용제 병행치료는 외용제만 사용하였을 때보다 L-SCORAD index 및 피부 건조감 VAS, 피부 수분 함유량에 있어서 아토피피부염의 증상을 유의성 있게 개선시켰다.

Comparative Analysis of Segmentation Methods in Psoriasis Area (건선 영역 분할기법 비교분석)

  • Yoo, Hyun-Jong;Lee, Ji-Won;Moon, Cho-I;Kim, Eun-Bin;Baek, Yoo-Sang;Jang, Sang-Hoon;Lee, OnSeok
    • Proceedings of the Korea Information Processing Society Conference
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    • 2019.10a
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    • pp.657-659
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    • 2019
  • 본 논문에서는 피부 이미지에서 건선 병변만을 가장 효과적으로 분할 할 수 있는 분할기법 선별을 목표로 한다. Interactive graph cuts (IGC)와 Level set method (LSM)를 사용하여 건선 영역을 분할한 후 Jaccard Index (JI)와 Dice Similarity Coefficient (DSC)을 사용하여 건선 영역에 효과적인 분할 방법을 제안한다.

A Case of Perinatal Varicella Infection (Perinatal Varicella Infection 1례)

  • Rho, Jeong A;Rho, Young Il;Kim, Eun Young;Park, Sang Kee
    • Clinical and Experimental Pediatrics
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    • v.46 no.10
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    • pp.1047-1050
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    • 2003
  • Maternal varicella resulting in viremia may transmit the virus to the fetus by either transplacental spread, or by ascending infection from lesion in the birth canal. The characteristic symptoms consist of skin lesions in dermatomal distribution, eye diseases, neurological defects, and limb hypoplasia. Varicella of the newborn is a life-threatening illness that may occur when a newborn is delivered either within five days of the onset of the illness or after postdelivery exposure to varicella. The severity of neonatal disease is dependent upon the timing of maternal illness. The clinical approach to varicella of newborns should emphasize prevention. Our patient was the first child of a 31-year-old mother who had varicella-zoster ten days before delivery. The child showed muscular hypotonia, poor feeding but no skin lesions.

Video Assisted Thoracic Surgery(VATS) of Pericardial Window Operation (비디오 흉강경을 이용한 심낭막 개창술)

  • 윤석원;김동관;김정원;박창률;김용희;박기성;박승일
    • Journal of Chest Surgery
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    • v.35 no.11
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    • pp.812-816
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    • 2002
  • Pericardial effusions result from various conditions such as inflammation, malignancies, open heart surgery and uremia. Recently, video assisted thoracic surgery (VATS) has been used for diagnostic and therapeutic purposes in the management of pericardial effusion and intrathoracic lesions due to its ability to provide outstanding visibility of intrathoracic structures with less pain, superior cosmetic effects, and shorter hospital stay Material and Method: From April 1995 to October 2001, 51 patients received pericardial window operation via either thoracoscopic(Group A, n=37, m:f=18:19, mean age=56.4 yrs)or thoracotomy approach(Group B, n=14, m:f=8:6, mean age=58.4 yrs). Result: In group A, the operation time, duration of chest tube insertion, recurrence rate of pericardial effusion, and postoperative hospital stay were 61.2 minutes, 9.3 days, 2.7%, 16.2 days, respectively while in group B these values were 58.4 minutes, 12.2 days, 7.1, and 17.3 days. The number of injections for pain control in group A were 4.2 times, whereas in group B it was 6.3 times. Although there was a tendency for the mean hospital stay and duration of chest tube insertion to be shorter in group A than in group B, these differences did not reach statistical significance. There was also no significant difference in the operation time and recurrence rate between the two groups. Conclusion: The safety and effectiveness of VATS in the management of pericardial effusion is comparable to the open thoracotomy method. It allows for a shorter hospital stay, duration of chest tube insertion, lesser postoperative pain and a smaller skin incision.