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Created March 30, 2020 13:34
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{
"citation": "\n@inproceedings{coates2011stl10,\n title={{An Analysis of Single Layer Networks in Unsupervised Feature Learning}},\n author={Coates, Adam and Ng, Andrew and Lee, Honglak},\n booktitle={AISTATS},\n year={2011},\n note = {\\url{https://cs.stanford.edu/~acoates/papers/coatesleeng_aistats_2011.pdf}},\n}\n",
"description": "The STL-10 dataset is an image recognition dataset for developing unsupervised\nfeature learning, deep learning, self-taught learning algorithms. It is inspired\nby the CIFAR-10 dataset but with some modifications. In particular, each class\nhas fewer labeled training examples than in CIFAR-10, but a very large set of \nunlabeled examples is provided to learn image models prior to supervised\ntraining. The primary challenge is to make use of the unlabeled data (which\ncomes from a similar but different distribution from the labeled data) to build\na useful prior. All images were acquired from labeled examples on ImageNet.\n",
"downloadSize": "2640397119",
"location": {
"urls": [
"http://ai.stanford.edu/~acoates/stl10/"
]
},
"name": "stl10",
"schema": {
"feature": [
{
"name": "image",
"shape": {
"dim": [
{
"size": "96"
},
{
"size": "96"
},
{
"size": "3"
}
]
},
"type": "INT"
},
{
"name": "label",
"type": "INT"
}
]
},
"splits": [
{
"name": "test",
"numBytes": "141559470",
"numShards": "1",
"shardLengths": [
"4000",
"4000"
],
"statistics": {
"features": [
{
"name": "image",
"numStats": {
"commonStats": {
"numNonMissing": "8000"
},
"max": 255.0
}
},
{
"name": "label",
"numStats": {
"commonStats": {
"numNonMissing": "8000"
},
"max": 9.0
}
}
],
"numExamples": "8000"
}
},
{
"name": "train",
"numBytes": "88659596",
"numShards": "1",
"shardLengths": [
"5000"
],
"statistics": {
"features": [
{
"name": "image",
"numStats": {
"commonStats": {
"numNonMissing": "5000"
},
"max": 255.0
}
},
{
"name": "label",
"numStats": {
"commonStats": {
"numNonMissing": "5000"
},
"max": 9.0
}
}
],
"numExamples": "5000"
}
},
{
"name": "unlabelled",
"numBytes": "1768679989",
"numShards": "1",
"shardLengths": [
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250",
"6250"
],
"statistics": {
"features": [
{
"name": "image",
"numStats": {
"commonStats": {
"numNonMissing": "100000"
},
"max": 255.0
}
},
{
"name": "label",
"numStats": {
"commonStats": {
"numNonMissing": "100000"
},
"max": -1.0,
"min": -1.0
}
}
],
"numExamples": "100000"
}
}
],
"supervisedKeys": {
"input": "image",
"output": "label"
},
"version": "1.0.0"
}
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