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计算机视觉数据集不完全汇总

contributors: @丕子 @邹宇华 @李岩ICT人脸识别 @网路冷眼 @王威廉 @金连文 @数据堂 zhubenfulovepoem@cnblog

created: 2014-09-24

keywords: computer vision, dataset

discussion: https://github.com/memect/hao/issues/222

经典/热点计算机视觉数据集

  • http://yann.lecun.com/exdb/mnist/ The MNIST database of handwritten digits, available from this page, has a training set of 60,000 examples, and a test set of 10,000 examples. Collected by Yann LeCun, Corinna Cortes, Christopher J.C. Burges
  • http://www.cs.toronto.edu/~kriz/cifar.html cifar10 The CIFAR-10 and CIFAR-100 are labeled subsets of the 80 million tiny images dataset. They were collected by Alex Krizhevsky, Vinod Nair, and Geoffrey Hinton.
  • http://en.wikipedia.org/wiki/Caltech_101 Caltech 101 is a data set of digital images created in September, 2003, compiled by Fei-Fei Li, Marco Andreetto, Marc 'Aurelio Ranzato and Pietro Perona at the California Institute of Technology. It is intended to facilitate Computer Vision research and techniques. It is most applicable to techniques involving recognition, classification, and categorization.
  • http://www.image-net.org/ ImageNet is an image database organized according to the WordNet hierarchy (currently only the nouns), in which each node of the hierarchy is depicted by hundreds and thousands of images. CVPR 这几年的竞赛用这个数据集测试
  • http://yahoolabs.tumblr.com/post/89783581601/one-hundred-million-creative-commons-flickr-images-for @网路冷眼 推荐【Yahoo实验室公开1亿Flickr图像和视频供研究之用】 One Hundred Million Creative Commons Flickr Images for Research
  • http://sourceforge.net/projects/oirds/ Overhead Imagery Research Data Set (OIRDS) - an annotated data library & tools to aid in the development of computer vision algorithms

计算机视觉数据集:目录

计算机视觉数据集:人脸识别:目录

基本策略

通常可以查阅相关论文或竞赛,再顺藤摸瓜找数据集,有时还需要联系原作者, ICCV, CVPR 应该都有一些线索