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: #222
- 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
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http://riemenschneider.hayko.at/vision/dataset/ @邹宇华 推荐 比较新的一个计算机视觉数据库网站 Yet Another Computer Vision Index To Datasets (YACVID) 200多数据集
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http://www.computervisiononline.com/datasets @丕子 Richard Szeliski 推荐 上百数据集
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http://datasets.visionbib.com/ Richard Szeliski 推荐 有分类
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http://homepages.inf.ed.ac.uk/rbf/CVonline/ @李岩ICT人脸识别 Richard Szeliski 推荐 有分类
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http://blog.csdn.net/zhubenfulovepoem/article/details/7191794 由 zhubenfulovepoem (cnblog) 整理自ComputerVision: Algorithms and Applications by Richard Szeliski
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http://vision.ucsd.edu/datasetsAll UCSD 数据集
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http://www-cvr.ai.uiuc.edu/ponce_grp/data/ UIUC Datasets
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http://www.vcipl.okstate.edu/otcbvs/bench/ OTCBVS Datasets
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http://www.nicta.com.au/research/projects/AutoMap/computer_vision_datasets @数据堂 推荐NICTA Pedestrian Dataset(澳大利亚信息与通讯技术研究中心行人数据库) 论文 http://www.nicta.com.au/pub?doc=1245
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http://clickdamage.com/sourcecode/cv_datasets.php 几十个数据集，有分类
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http://www.iapr-tc11.org/mediawiki/index.php/Datasets_List @金连文 推荐 IAPR TC11的官网上有许多文档处理相关的数据集，例如联机及脱机手写数据、Text、自然场景的文档图像
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http://en.wikipedia.org/wiki/Category:Datasets_in_computer_vision 维基百科的列表 列了几个经典数据集
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http://webscope.sandbox.yahoo.com/catalog.php?datatype=i @王威廉 推荐
- http://www.face-rec.org/databases/ 几十个数据集
- http://en.wikipedia.org/wiki/Comparison_of_facial_image_datasets 11个数据集列表对比
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