Open Images v6(边界框)

该数据集包含了 900 万张图像,他们均已进行了标注,适于在进行图像分类、对象检测和分割及其他目的时使用。

关于该数据集

Open Images Dataset 包含了 900 万张图像,他们均已进行了标注,适于在进行图像分类、对象检测和分割及其他目的时使用。在对象检测方面,已标注了 190 万张带有边框的图像,涵盖了 600 多个对象类别。

我们与 Google 的计算机视觉科学家合作来托管该数据集,而且它也是 Open Images Challenge 20192019 年国际计算机视觉大会 (ICCV 2019) 上的对象检测与分割挑战活动)的专用数据集。

有关 Open Images Dataset 的更多信息,请点击此处。

来自 Open Images Dataset 的已标注图像。左:Mark Paul Gosselaar 与 Rhys A. 吉他合奏 右:文明(作者:Paul Downey)所用的两张图片均基于 CC BY 2.0 许可证而使用。

 

任务设计

该任务的输入数据是 900 万张免版税的图像。它是作为多任务工作流的一部分而创建。若要重新创建该任务,请与澳鹏联系

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数据

Open Images Challenge 2019 Test Set - test_challenge.zip | 9.7 GB
test.zip | 36.1 GB
test-annotations-bbox.csv | 77.5 MB
test-images.csv | 14.7 MB
train_00.zip | 58.6 GB
train-annotations-bbox.csv | 2.2 GB
train-images-boxable.csv | 206.1 MB
train_01.zip | 59.1 GB
train_02.zip | 59.1 GB
train_03.zip | 58.6 GB
train_04.zip | 59.0 GB
train_05.zip | 58.2 GB
train_06.zip | 58.3 GB
train_07.zip | 59.0 GB
train_08.zip | 42.0 GB
validation.zip | 12.0 GB
validation-annotations-bbox.csv | 25.1 MB
validation-images.csv | 5.1 MB

请注意

Open Images Challenge 2019 官方测试集位于 test_challenge.zip 文件中。不要将其与 test.zip 相混淆,后者是 Open Images V6 的测试集。

应使用 class-description-boxable.csv 文件来标识类别 ID 及其对应的对象类别名称。单击此处下载

训练集和验证集中包含了 Open Images V6 的图像和边框标注。训练图像也对应于 Open Images Challenge 2019 中所用的图像,但不对应于方框标注。有关 Open Images Challenge 2019 特定的方框标注,请访问 Challenge 页面

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