- Description:
Large scale images showing different objects from given categories like bedroom, tower etc.
Additional Documentation: Explore on Papers With Code
Homepage: https://www.yf.io/p/lsun
Source code:
tfds.image.Lsun
Versions:
3.0.0
: New split API (https://tensorflow.org/datasets/splits)3.1.0
(default): Add builder config for missingperson
object category, and addid
to the feature dict
Auto-cached (documentation): No
Feature structure:
FeaturesDict({
'id': Text(shape=(), dtype=string),
'image': Image(shape=(None, None, 3), dtype=uint8),
})
- Feature documentation:
Feature | Class | Shape | Dtype | Description |
---|---|---|---|---|
FeaturesDict | ||||
id | Text | string | ||
image | Image | (None, None, 3) | uint8 |
Supervised keys (See
as_supervised
doc):None
Citation:
@article{journals/corr/YuZSSX15,
added-at = {2018-08-13T00:00:00.000+0200},
author = {Yu, Fisher and Zhang, Yinda and Song, Shuran and Seff, Ari and Xiao, Jianxiong},
biburl = {https://www.bibsonomy.org/bibtex/2446d4ffb99a5d7d2ab6e5417a12e195f/dblp},
ee = {http://arxiv.org/abs/1506.03365},
interhash = {3e9306c4ce2ead125f3b2ab0e25adc85},
intrahash = {446d4ffb99a5d7d2ab6e5417a12e195f},
journal = {CoRR},
keywords = {dblp},
timestamp = {2018-08-14T15:08:59.000+0200},
title = {LSUN: Construction of a Large-scale Image Dataset using Deep Learning with Humans in the Loop.},
url = {http://dblp.uni-trier.de/db/journals/corr/corr1506.html#YuZSSX15},
volume = {abs/1506.03365},
year = 2015
}
lsun/classroom (default config)
Config description: Images of category classroom
Download size:
3.06 GiB
Dataset size:
3.15 GiB
Splits:
Split | Examples |
---|---|
'train' |
168,103 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/bedroom
Config description: Images of category bedroom
Download size:
42.77 GiB
Dataset size:
44.48 GiB
Splits:
Split | Examples |
---|---|
'train' |
3,033,042 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/bridge
Config description: Images of category bridge
Download size:
15.35 GiB
Dataset size:
15.80 GiB
Splits:
Split | Examples |
---|---|
'train' |
818,687 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/church_outdoor
Config description: Images of category church_outdoor
Download size:
2.29 GiB
Dataset size:
2.36 GiB
Splits:
Split | Examples |
---|---|
'train' |
126,227 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/conference_room
Config description: Images of category conference_room
Download size:
3.78 GiB
Dataset size:
3.90 GiB
Splits:
Split | Examples |
---|---|
'train' |
229,069 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/dining_room
Config description: Images of category dining_room
Download size:
10.80 GiB
Dataset size:
11.17 GiB
Splits:
Split | Examples |
---|---|
'train' |
657,571 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/kitchen
Config description: Images of category kitchen
Download size:
33.34 GiB
Dataset size:
34.61 GiB
Splits:
Split | Examples |
---|---|
'train' |
2,212,277 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/living_room
Config description: Images of category living_room
Download size:
21.23 GiB
Dataset size:
21.97 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,315,802 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/restaurant
Config description: Images of category restaurant
Download size:
12.57 GiB
Dataset size:
12.88 GiB
Splits:
Split | Examples |
---|---|
'train' |
626,331 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/tower
Config description: Images of category tower
Download size:
11.19 GiB
Dataset size:
11.61 GiB
Splits:
Split | Examples |
---|---|
'train' |
708,264 |
'validation' |
300 |
- Figure (tfds.show_examples):
- Examples (tfds.as_dataframe):
lsun/airplane
Config description: Images of category airplane
Download size:
33.72 GiB
Dataset size:
29.96 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,530,696 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/bicycle
Config description: Images of category bicycle
Download size:
129.24 GiB
Dataset size:
119.72 GiB
Splits:
Split | Examples |
---|---|
'train' |
3,347,211 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/bird
Config description: Images of category bird
Download size:
65.10 GiB
Dataset size:
59.78 GiB
Splits:
Split | Examples |
---|---|
'train' |
2,310,362 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/boat
Config description: Images of category boat
Download size:
85.66 GiB
Dataset size:
79.61 GiB
Splits:
Split | Examples |
---|---|
'train' |
2,651,165 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/bottle
Config description: Images of category bottle
Download size:
63.66 GiB
Dataset size:
56.79 GiB
Splits:
Split | Examples |
---|---|
'train' |
3,202,760 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/bus
Config description: Images of category bus
Download size:
24.33 GiB
Dataset size:
21.93 GiB
Splits:
Split | Examples |
---|---|
'train' |
695,891 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/car
Config description: Images of category car
Download size:
173.03 GiB
Dataset size:
159.63 GiB
Splits:
Split | Examples |
---|---|
'train' |
5,520,756 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/cat
Config description: Images of category cat
Download size:
41.69 GiB
Dataset size:
36.38 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,657,266 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/chair
Config description: Images of category chair
Download size:
115.79 GiB
Dataset size:
105.04 GiB
Splits:
Split | Examples |
---|---|
'train' |
5,037,807 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/cow
Config description: Images of category cow
Download size:
14.94 GiB
Dataset size:
13.22 GiB
Splits:
Split | Examples |
---|---|
'train' |
377,379 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/dining_table
Config description: Images of category dining_table
Download size:
48.27 GiB
Dataset size:
44.20 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,537,123 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/dog
Config description: Images of category dog
Download size:
144.92 GiB
Dataset size:
133.33 GiB
Splits:
Split | Examples |
---|---|
'train' |
5,054,817 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/horse
Config description: Images of category horse
Download size:
68.79 GiB
Dataset size:
63.99 GiB
Splits:
Split | Examples |
---|---|
'train' |
2,000,340 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/motorbike
Config description: Images of category motorbike
Download size:
41.86 GiB
Dataset size:
38.65 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,194,101 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/potted_plant
Config description: Images of category potted_plant
Download size:
42.70 GiB
Dataset size:
39.71 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,104,859 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/sheep
Config description: Images of category sheep
Download size:
17.75 GiB
Dataset size:
15.88 GiB
Splits:
Split | Examples |
---|---|
'train' |
418,983 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/sofa
Config description: Images of category sofa
Download size:
56.33 GiB
Dataset size:
50.33 GiB
Splits:
Split | Examples |
---|---|
'train' |
2,365,870 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/train
Config description: Images of category train
Download size:
42.72 GiB
Dataset size:
39.40 GiB
Splits:
Split | Examples |
---|---|
'train' |
1,148,020 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.
lsun/tv-monitor
Config description: Images of category tv-monitor
Download size:
45.70 GiB
Dataset size:
39.47 GiB
Splits:
Split | Examples |
---|---|
'train' |
2,463,284 |
Figure (tfds.show_examples): Not supported.
Examples (tfds.as_dataframe): Missing.