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基于密集多尺度特征和双注意力模块的皮肤病变分割 被引量:1
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作者 费承 罗健旭 《华东理工大学学报(自然科学版)》 CAS CSCD 北大核心 2024年第1期97-105,共9页
针对皮肤病变分割任务中病变区域大小不一、形状各异、内部像素差异大、边界模糊、周围存在气泡等问题,提出了一种基于密集多尺度特征和双注意力模块的U型分割网络DDAnet。该网络中的DenseASPP模块通过密集连接多个空洞卷积层来获取丰... 针对皮肤病变分割任务中病变区域大小不一、形状各异、内部像素差异大、边界模糊、周围存在气泡等问题,提出了一种基于密集多尺度特征和双注意力模块的U型分割网络DDAnet。该网络中的DenseASPP模块通过密集连接多个空洞卷积层来获取丰富的多尺度信息,同时由通道注意力模块(CAM)和位置注意力模块(PAM)构成的双注意力模块通过编码全局上下文信息,在通道和位置上对特征图进行重新配准,实现对相关特征的强调和对无关特征的抑制。两个模块并行连接、共同作用以提高分割精度。在ISIC2018数据集上,DDAnet的准确率(Acc)、Jaccard相似系数(JI)、Dice系数(DC)、敏感度(Sen)和特异性(Spec)指标值分别为96.75%、85.00%、91.36%、91.82%和97.42%,分割结果优于其他的分割网络,并且对于极具挑战的病例,DDAnet仍然能够产生准确、可靠的分割结果,说明其具备在临床诊断中辅助医生进行皮肤病变分割的潜力。 展开更多
关键词 皮肤病变分割 DenseASPP模块 CAM PAM 双注意力模块
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Involvement of cyclic electron flow in irradiance stress responding and its potential regulation of the mechanisms in Pyropia yezoensis 被引量:1
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作者 牛建峰 冯建华 +2 位作者 解修俊 高山 王广策 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2016年第4期730-739,共10页
Pyropia yezoensis, belongs to the genus of P orphyra before 2011, inhabit on intertidal zone rocks where irradiation changes dramatically, implying that the seaweed has gained certain mechanisms to survive a harsh env... Pyropia yezoensis, belongs to the genus of P orphyra before 2011, inhabit on intertidal zone rocks where irradiation changes dramatically, implying that the seaweed has gained certain mechanisms to survive a harsh environment. Based on the photosynthetic parameters with or without the inhibitors determined by a Dual-PAM-100 apparatus, we investigated the photosynthetic performance and the changes in electron fl ow that occurred during the algae were stressed with dif ferent light intensities previously. When the irradiation saturation was approaching, the CEF around PS I became crucial since the addition of inhibitors usually led to an increase in non-photochemical quenching. The inhibitor experiments showed that there were at least three dif ferent CEF pathways in Py. yezoensis and these pathways compensated each other. In addition to maintaining a proper ratio of ATP/NAD(P)H to support effi cient photosynthesis, the potential roles of CEF might also include the regulation of dif ferent photoprotective mechanisms in Py. yezoensis. Under the regulation of CEF, chlororespiration is thought to transport electrons from the reduced plastoquinone(PQ) pool to oxygen in order to mitigate the reduction in the electron transfer chain. When irradiation was up to the high-grade stress conditions, the relative value of CEF began to decrease, which implied that the NADP+ pool or PQ + pool was very small and that the electrons were transferred from reduced PS I to oxygen. The scavenging enzymes might be activated and the water-water cycle probably became an ef fective means of removing the active oxygen produced by the irradiation stressed Py. yezoensis. We believe that the dif ferent mechanisms could make up the photoprotective network to allow Py. yezoensis for survival in a highly variable light stress habitat, which may enlighten scientists in future studies on irradiance stress in other algae species. 展开更多
关键词 cyclic electron flow dual-pam Pyropia yezoensis irradiation stress photoprotective mechanism
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