数据集整理汇总附链接（深度学习）

之前遇到的一些数据集，自己收集一下，归到一起使用方便，可能不是很全，持续更新汇总。。。

1. Image Datasets — 图像数据集

Dataset	Link
MNIST	http://yann.lecun.com/exdb/mnist/
CIFAR-100	http://www.cs.utoronto.ca/~kriz/cifar.html
Imagenet	http://www.image-net.org/
Caltech 101	http://www.vision.caltech.edu/Image_Datasets/Caltech101/
Caltech 256	http://www.vision.caltech.edu/Image_Datasets/Caltech256/
PASCAL VOC	https://pjreddie.com/projects/pascal-voc-dataset-mirror/
COCO	http://cocodataset.org/
COIL100	http://www1.cs.columbia.edu/CAVE/software/softlib/coil-100.php
STL-10	http://www.stanford.edu/~acoates//stl10/
Google Open images	https://ai.googleblog.com/2016/09/introducing-open- images-dataset.html
Labelme	http://labelme.csail.mit.edu/Release3.0/browserTools/php/dataset.php

2. Speech Datasets — 语音数据集

Dataset	Link
Google Audioset	https://research.google.com/audioset/dataset/index.html
TIMIT	http://www.ldc.upenn.edu/Catalog/CatalogEntry.jsp?catalogId=LDC93S1
VoxForge	http://www.voxforge.org/
2000 HUB5 English	https://catalog.ldc.upenn.edu/LDC2002T43
LibriSpeech	http://www.openslr.org/12/
VoxCeleb	http://www.robots.ox.ac.uk/~vgg/data/voxceleb/
Open SLR	https://www.openslr.org/51
CALLHOME American English Speech	https://catalog.ldc.upenn.edu/LDC97S42

3. Text Datasets — 文本数据集

Dataset	Link
English Broadcast News	https://catalog.ldc.upenn.edu/LDC97S44
SQuAD	https://rajpurkar.github.io/SQuAD-explorer/
Billion Word Dataset	http://www.statmt.org/lm-benchmark/
20 Newsgroups	http://qwone.com/~jason/20Newsgroups/
Google Books Ngrams	https://aws.amazon.com/datasets/google-books-ngrams/
UCI Spambase	https://archive.ics.uci.edu/ml/datasets/Spambase
Common Crawl	http://commoncrawl.org/the-data/
Yelp Open Dataset	https://www.yelp.com/dataset

4. Natural Language Datasets — 自然语言数据集

Dataset	Link
Web 1T 5-gram	https://catalog.ldc.upenn.edu/LDC2006T13
Blizzard Challenge 2018	https://www.synsig.org/index.php/Blizzard_Challenge_2018
Flickr personal taxonomies	https://www.isi.edu/~lerman/downloads/flickr/flickr_taxonomies.html
Multi-Domain Sentiment Dataset	http://www.cs.jhu.edu/~mdredze/datasets/sentiment/
Enron Email Dataset	https://www.cs.cmu.edu/~./enron/
Blogger Corpus	http://u.cs.biu.ac.il/~koppel/BlogCorpus.htm
Wikipedia Links Data	https://code.google.com/archive/p/wiki-links/downloads
Gutenberg eBooks List	http://www.gutenberg.org/wiki/Gutenberg:Offline_Catalogs
SMS Spam Collection	http://www.dt.fee.unicamp.br/~tiago/smsspamcollection/
UCI’s Spambase data	https://archive.ics.uci.edu/ml/datasets/Spambase

5. Geospatial Datasets — 地理空间数据集

Dataset	Link
OpenStreetMap	https://www.openstreetmap.org
Landsat8	https://landsat.gsfc.nasa.gov/landsat-8/
NEXRAD	https://www.ncdc.noaa.gov/data-access/radar-data/nexrad
ESRI Open data	https://hub.arcgis.com/pages/open-data
USGS EarthExplorer	https://earthexplorer.usgs.gov/
OpenTopography	https://opentopography.org/
NASA SEDAC	https://sedac.ciesin.columbia.edu/
NASA Earth Observations	https://neo.sci.gsfc.nasa.gov/
Terra Populus	https://terra.ipums.org/

6. Recommender Systems Datasets — 推荐系统数据集

Dataset	Link
Movielens	https://grouplens.org/datasets/movielens/
Million Song Dataset	https://www.kaggle.com/c/msdchallenge
Last.fm	https://grouplens.org/datasets/hetrec-2011/
Book-crossing Dataset	http://www2.informatik.uni-freiburg.de/~cziegler/BX/
Jester	https://goldberg.berkeley.edu/jester-data/
Netflix Prize	https://www.netflixprize.com/
Pinterest Fashion Compatibility	http://cseweb.ucsd.edu/~jmcauley/datasets.html#pinterest
Amazon Question and Answer Data	http://cseweb.ucsd.edu/~jmcauley/datasets.html#amazon_qa
Social Circles Data	http://cseweb.ucsd.edu/~jmcauley/datasets.html#socialcircles

7. Economics and Finance Datasets — 经济和金融数据集

Dataset	Link
Quandl	https://www.quandl.com/
World Bank Open Data	https://data.worldbank.org/
IMF Data	https://www.imf.org/en/Data
Financial Times Market Data	https://markets.ft.com/data/
Google Trends	https://trends.google.com/trends/?q=google&ctab=0&geo=all&date=all&sort=0
American Economic Association	https://www.aeaweb.org/resources/data/us-macro-regional
US stock Data	https://github.com/eliangcs/pystock-data
World Factbook	https://www.cia.gov/library/publications/download/
Dow Jones Index Data Set	http://archive.ics.uci.edu/ml/datasets/Dow+Jones+Index

8. Autonomous Vehicles Datasets — 自动驾驶数据集

Dataset	Link
BDD100k	https://bdd-data.berkeley.edu/
Baidu Apolloscapes	http://apolloscape.auto/
Comma.ai	https://archive.org/details/comma-dataset
Oxford’s Robotic Car	https://robotcar-dataset.robots.ox.ac.uk/
Cityscape Dataset	https://www.cityscapes-dataset.com/
CSSAD Dataset	http://aplicaciones.cimat.mx/Personal/jbhayet/ccsad-dataset
KUL Belgium Traffic Sign Dataset	http://www.vision.ee.ethz.ch/~timofter/traffic_signs/
LISA	http://cvrr.ucsd.edu/LISA/datasets.html
Bosch Small Traffic Light	https://hci.iwr.uni-heidelberg.de/node/6132
LaRa Traffic Light Recognition	http://www.lara.prd.fr/benchmarks/trafficlightsrecognition
WPI Datasets	http://computing.wpi.edu/dataset.html

Reference：
《A review of deep learning with special emphasis on architectures,
applications and recent trends》