Ocular Disease Recognition 眼病识别

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描述

眼病智能识别（ODIR）是一个结构化的眼科数据库，其中包含5,000名年龄，左眼和右眼的彩色眼底照片以及医生的诊断关键词的患者。该数据集旨在表示由上工医疗技术有限公司从中国不同医院/医疗中心收集的“真实”患者信息集。在这些机构中，眼底图像由市场上的各种相机（例如佳能，蔡司和Kowa）捕获，从而产生不同的图像分辨率。

数据源： https://tianchi.aliyun.com/dataset/94998

数据列表

  • 数据名称上传日期大小下载
  • data.xlsx2021-03-18261.91KB
  • full_df.csv2021-03-181.43MB
  • Testing Images.zip2021-03-18164.17MB
  • preprocessed_images.zip2021-03-18375.91MB
  • Training Images.zip2021-03-181.09GB

文档

Ocular Disease Recognition

Right and left eye fundus photographs of 5000 patients

Data

Ocular Disease Intelligent Recognition (ODIR) is a structured ophthalmic database of 5,000 patients with age, color fundus photographs from left and right eyes and doctors' diagnostic keywords from doctors.

This dataset is meant to represent ‘‘real-life’’ set of patient information collected by Shanggong Medical Technology Co., Ltd. from different hospitals/medical centers in China. In these institutions, fundus images are captured by various cameras in the market, such as Canon, Zeiss and Kowa, resulting into varied image resolutions.
Annotations were labeled by trained human readers with quality control management. They classify patient into eight labels including:

  • Normal (N),
  • Diabetes (D),
  • Glaucoma (G),
  • Cataract ©,
  • Age related Macular Degeneration (A),
  • Hypertension (H),
  • Pathological Myopia (M),
  • Other diseases/abnormalities (O)

数据

眼病智能识别（ODIR）是一个结构化的眼科数据库，其中包含5,000名年龄，左眼和右眼的彩色眼底照片以及医生的诊断关键词的患者。

该数据集旨在表示由上工医疗技术有限公司从中国不同医院/医疗中心收集的“真实”患者信息集。在这些机构中，眼底图像由市场上的各种相机（例如佳能，蔡司和Kowa）捕获，从而产生不同的图像分辨率。
批注由经过培训的人类读者进行质量控制管理来标记。他们将患者分为八个标签，包括：

  • 普通（N）
  • 糖尿病（D），
  • 青光眼（G），
  • 白内障（C），
  • 与年龄有关的黄斑变性（A），
  • 高血压（H），
  • 病理性近视（M），
  • 其他疾病/异常（O）
Patient Age Patient Sex Left-Fundus Right-Fundus Left-Diagnostic Keywords Right-Diagnostic Keywords N D G C A H M O
69 Female 0_left.jpg 0_right.jpg cataract normal fundus 0 0 0 1 0 0 0 0
57 Male 1_left.jpg 1_right.jpg normal fundus normal fundus 1 0 0 0 0 0 0 0
42 Male 2_left.jpg 2_right.jpg laser spot，moderate non proliferative retinopathy moderate non proliferative retinopathy 0 1 0 0 0 0 0 1
66 Male 3_left.jpg 3_right.jpg normal fundus branch retinal artery occlusion 0 0 0 0 0 0 0 1
53 Male 4_left.jpg 4_right.jpg macular epiretinal membrane mild nonproliferative retinopathy 0 1 0 0 0 0 0 1
50 Female 5_left.jpg 5_right.jpg moderate non proliferative retinopathy moderate non proliferative retinopathy 0 1 0 0 0 0 0 0
60 Male 6_left.jpg 6_right.jpg macular epiretinal membrane moderate non proliferative retinopathy，epiretinal membrane 0 1 0 0 0 0 0 1
60 Female 7_left.jpg 7_right.jpg drusen mild nonproliferative retinopathy 0 1 0 0 0 0 0 1
59 Male 8_left.jpg 8_right.jpg normal fundus normal fundus 1 0 0 0 0 0 0 0
54 Male 9_left.jpg 9_right.jpg normal fundus vitreous degeneration 0 0 0 0 0 0 0 1
70 Male 10_left.jpg 10_right.jpg epiretinal membrane normal fundus 0 0 0 0 0 0 0 1
60 Female 11_left.jpg 11_right.jpg moderate non proliferative retinopathy，hypertensive retinopathy moderate non proliferative retinopathy，hypertensive retinopathy 0 1 0 0 0 1 0 0
65 Male 12_left.jpg 12_right.jpg retinal pigmentation retinal pigmentation 0 0 0 0 0 0 0 1
60 Female 13_left.jpg 13_right.jpg pathological myopia pathological myopia 0 0 0 0 0 0 1 0
55 Male 14_left.jpg 14_right.jpg normal fundus macular epiretinal membrane 0 0 0 0 0 0 0 1
50 Male 15_left.jpg 15_right.jpg normal fundus myelinated nerve fibers 0 0 0 0 0 0 0 1
54 Female 16_left.jpg 16_right.jpg normal fundus pathological myopia 0 0 0 0 0 0 1 0
57 Male 17_left.jpg 17_right.jpg drusen drusen 0 0 0 0 0 0 0 1
58 Male 18_left.jpg 18_right.jpg pathological myopia pathological myopia 0 0 0 0 0 0 1 0
45 Male 19_left.jpg 19_right.jpg mild nonproliferative retinopathy mild nonproliferative retinopathy 0 1 0 0 0 0 0 0
64 Female 20_left.jpg 20_right.jpg rhegmatogenous retinal detachment lens dust，normal fundus 0 0 0 0 0 0 0 1
76 Female 21_left.jpg 21_right.jpg epiretinal membrane epiretinal membrane 0 0 0 0 0 0 0 1
55 Female 22_left.jpg 22_right.jpg moderate non proliferative retinopathy，laser spot laser spot，moderate non proliferative retinopathy 0 1 0 0 0 0 0 1
47 Male 23_left.jpg 23_right.jpg hypertensive retinopathy hypertensive retinopathy 0 0 0 0 0 1 0 0
75 Female 24_left.jpg 24_right.jpg normal fundus cataract 0 0 0 1 0 0 0 0
63 Male 25_left.jpg 25_right.jpg normal fundus depigmentation of the retinal pigment epithelium 0 0 0 0 0 0 0 1
63 Female 26_left.jpg 26_right.jpg moderate non proliferative retinopathy moderate non proliferative retinopathy，abnormal pigment  0 1 0 0 0 0 0 1
33 Male 27_left.jpg 27_right.jpg normal fundus macular epiretinal membrane，moderate non proliferative retinopathy 0 1 0 0 0 0 0 1
63 Female 28_left.jpg 28_right.jpg hypertensive retinopathy hypertensive retinopathy 0 0 0 0 0 1 0 0
59 Male 29_left.jpg 29_right.jpg epiretinal membrane normal fundus 0 0 0 0 0 0 0 1
66 Female 30_left.jpg 30_right.jpg post laser photocoagulation，glaucoma post laser photocoagulation 0 0 1 0 0 0 0 1
62 Male 31_left.jpg 31_right.jpg epiretinal membrane normal fundus 0 0 0 0 0 0 0 1
64 Female 32_left.jpg 32_right.jpg hypertensive retinopathy hypertensive retinopathy 0 0 0 0 0 1 0 0
60 Female 33_left.jpg 33_right.jpg normal fundus macular epiretinal membrane 0 0 0 0 0 0 0 1
61 Male 34_left.jpg 34_right.jpg drusen drusen 0 0 0 0 0 0 0 1
68 Female 35_left.jpg 35_right.jpg pathological myopia normal fundus 0 0 0 0 0 0 1 0
55 Male 36_left.jpg 36_right.jpg lens dust，spotted membranous change lens dust，normal fundus 0 0 0 0 0 0 0 1
41 Male 37_left.jpg 37_right.jpg macular epiretinal membrane，mild nonproliferative retinopathy normal fundus 0 1 0 0 0 0 0 1
75 Male 38_left.jpg 38_right.jpg macular hole normal fundus 0 0 0 0 0 0 0 1
74 Male 39_left.jpg 39_right.jpg pathological myopia lens dust，pathological myopia 0 0 0 0 0 0 1 0
62 Female 40_left.jpg 40_right.jpg macular epiretinal membrane macular epiretinal membrane 0 0 0 0 0 0 0 1
58 Male 41_left.jpg 41_right.jpg epiretinal membrane，moderate non proliferative retinopathy，laser spot laser spot，moderate non proliferative retinopathy 0 1 0 0 0 0 0 1
89 Male 42_left.jpg 42_right.jpg normal fundus epiretinal membrane 0 0 0 0 0 0 0 1
35 Male 43_left.jpg 43_right.jpg wet age-related macular degeneration dry age-related macular degeneration，glaucoma 0 0 1 0 1 0 0 0
55 Female 44_left.jpg 44_right.jpg moderate non proliferative retinopathy，laser spot moderate non proliferative retinopathy 0 1 0 0 0 0 0 1
54 Male 45_left.jpg 45_right.jpg hypertensive retinopathy hypertensive retinopathy 0 0 0 0 0 1 0 0
66 Male 46_left.jpg 46_right.jpg moderate non proliferative retinopathy pathological myopia 0 1 0 0 0 0 1 0
60 Female 47_left.jpg 47_right.jpg moderate non proliferative retinopathy，myelinated nerve fibers normal fundus 0 1 0 0 0 0 0 1
69 Female 48_left.jpg 48_right.jpg dry age-related macular degeneration dry age-related macular degeneration 0 0 0 0 1 0 0 0
47 Female 49_left.jpg 49_right.jpg mild nonproliferative retinopathy normal fundus 0 1 0 0 0 0 0 0
59 Female 50_left.jpg 50_right.jpg laser spot，moderate non proliferative retinopathy moderate non proliferative retinopathy，laser spot 0 1 0 0 0 0 0 1
#糖尿病（D）#青光眼（G）#白内障（C）