Segmentation of retinal vessels by fusing contour information and conditional generative adversarial / 生物医学工程学杂志

The existing retinal vessels segmentation algorithms have various problems that the end of main vessels are easy to break, and the central macula and the optic disc boundary are likely to be mistakenly segmented. To solve the above problems, a novel retinal vessels segmentation algorithm is proposed in this paper. The algorithm merged together vessels contour information and conditional generative adversarial nets. Firstly, non-uniform light removal and principal component analysis were used to process the fundus images. Therefore, it enhanced the contrast between the blood vessels and the background, and obtained the single-scale gray images with rich feature information. Secondly, the dense blocks integrated with the deep separable convolution with offset and squeeze-and-exception (SE) block were applied to the encoder and decoder to alleviate the gradient disappearance or explosion. Simultaneously, the network focused on the feature information of the learning target. Thirdly, the contour loss function was added to improve the identification ability of the blood vessels information and contour information of the network. Finally, experiments were carried out on the DRIVE and STARE datasets respectively. The value of area under the receiver operating characteristic reached 0.982 5 and 0.987 4, respectively, and the accuracy reached 0.967 7 and 0.975 6, respectively. Experimental results show that the algorithm can accurately distinguish contours and blood vessels, and reduce blood vessel rupture. The algorithm has certain application value in the diagnosis of clinical ophthalmic diseases.

Comparative Study on Activities of Daily Living of Elderly / 中国康复理论与实践

@#Objective To compare the activities of daily living(ADL) of the elderly in different styles of providing.Methods 662 subjects were in range of 60～100 years old living in the organization for the aged and 620 subjects were in the range of 60～98 years old living at home from Beijing urban. They were evaluated with the ADL rating scales and a self-designed health status questionnaire.Results The total scores of ADL were not significantly difference between the elderly living at home and living in the organization(t=-0.299, P＞0.05). But age (OR=3.05, 95%CI: 1.805～2.935), educational level (OR=2.01, 95%CI: 1.512～2.544), and physical health (OR=1.25, 95%CI: 1.524～2.012) were related to ADL. Conclusion Age is the important factor affecting ADL (OR=3.05, 95%CI: 1.805～2.935), but ADL of the elderly in different styles of providing is not significantly difference.