视网膜图像数据集CHASE_DB1

人类视网膜有可能揭示出关于视网膜、眼科、甚至全身性疾病（如糖尿病、高血压、动脉硬化）的重要信息。视网膜成像主要用于眼科诊所，用于检测糖尿病视网膜病变、老年性黄斑变性、青光眼、视网膜肿瘤等。视网膜成像也越来越多地被用于大规模的人群研究；分析视网膜血管形态与视网膜和系统疾病之间的关系。其目的是发现生物标志物，以便在疾病仍处于早期阶段时用于及时检测和治疗。复杂的图像分析和机器学习技术的进步，为解释视网膜图像提供了平台，使关键的视网膜特征得到识别和自动分类。这使得自动化系统可以被开发出来，用于视网膜血管形态量化、糖尿病视网膜病变检测等应用。

CHASE_DB1

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下载链接：https://staffnet.kingston.ac.uk/~ku15565/CHASE_DB1/assets/CHASEDB1.zip

CHASE_DB1相关文献:

Zhang, J., Dashtbozorg, B., Bekkers, E., Pluim, J.P., Duits, R. and ter Haar Romeny, B.M. (2016) Robust retinal vessel segmentation via locally adaptive derivative frames in orientation scores. IEEE Transactions on Medical Imaging, 35(12), pp.2631-2644.

Roychowdhury, S., Koozekanani, D. and Parhi, K. (2015) Iterative vessel segmentation of fundus images. IEEE Transactions on Biomedical Engineering, 62(7), pp. 1738-1749.

Azzopardi, G., Strisciuglio, N., Vento, M. and Petkov, N. (2105) Trainable COSFIRE filters for vessel delineation with application to retinal images. Medical Image Analysis, 19(1), pp. 46-57.

Roychowdhury, S., Koozekanani, D. and Parhi, K. (2014) Blood vessel segmentation of fundus images by major vessel extraction and sub-image classification. IEEE Journal of Biomedical and Health Informatics, 19(3), pp. 1118-1128.

Fraz, M.M., Rudnicka, A.R., Owen, C.G. and Barman, S.A. (2104) Delineation of blood vessels in pediatric retinal images using decision trees-based ensemble classification. International Journal of Computer Assisted Radiology and Surgery, 9(5), pp. 795-811.

Fraz, M.M., Remagnino, P., Hoppe, A., Rudnicka, A.R., Owen, C.G., Whincup, P.H. and Barman, S.A. (2103) Quantification of blood vessel calibre in retinal images of multi-ethnic school children using a model based approach. Computerized Medical Imaging and Graphics, 37(1), pp. 48-60.

Fraz, M.M, Remagnino, P., Hoppe, A., Uyyanonvara, B., Rudnicka, A.R., Owen, C.G. and Barman S.A. (2012) An ensemble classification-based approach applied to retinal blood vessel segmentation. IEEE Transactions on Biomedical Engineering, 59(9), pp. 2538-2548.

Owen, C.G, Rudnicka, A.R., Nightingale, C.M., Mullen, R., Barman, S.A., Sattar, N. Cook, D.G., and Whincup, P.H. (2011) Retinal arteriolar tortuosity and cardiovascular risk factors in a multi-ethnic population study of 10-year-old children; the Child Heart and Health Study in England (CHASE). Arteriosclerosis, Thrombosis, and Vascular Biology, 31(8), pp. 1933-1938.

Owen, C.G., Rudnicka, A.R., Mullen, R., Barman, S.A., Monekosso, D., Whincup, P.H., Ng, J. and Paterson, C. (2009) Measuring retinal vessel tortuosity in 10-year-old children: validation of the Computer-Assisted Image Analysis of the Retina (CAIAR) program. Investigative Ophthalmology & Visual Science, 50(5), pp. 2004-2010.