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id
int32
2
29.2k
x
images listlengths
12
12
color
class label
9 classes
shape
class label
3 classes
scale
class label
6 classes
orientation
class label
5 classes
posX_dynamic
class label
6 classes
posY_dynamic
class label
6 classes
9,736
3SpringGreen
0square
00.5
00.0
2right_2x
4mid_down
11,836
3SpringGreen
1ellipse
51.0
30.96664
4mid_right
4mid_down
15,769
4Cyan
2heart
30.8
30.96664
0right_1x
1up_1x
12,516
3SpringGreen
2heart
30.8
20.64443
4mid_right
0down_1x
26,847
8NavajoWhite
0square
51.0
00.0
4mid_right
3up_2x
3,325
1OrangeRed
0square
00.5
20.64443
2right_2x
1up_1x
28,606
8NavajoWhite
2heart
20.7
41.28886
3left_2x
4mid_down
293
0DarkSlateGray
0square
10.6
30.96664
0right_1x
5mid_up
25,506
7DeepPink
2heart
30.8
30.96664
3left_2x
0down_1x
5,462
1OrangeRed
2heart
00.5
10.32221
4mid_right
2down_2x
712
0DarkSlateGray
0square
30.8
41.28886
4mid_right
4mid_down
11,646
3SpringGreen
1ellipse
40.9
30.96664
3left_2x
0down_1x
10,590
3SpringGreen
0square
40.9
41.28886
1left_1x
0down_1x
21,785
6DodgerBlue
2heart
10.6
00.0
0right_1x
5mid_up
22,364
6DodgerBlue
2heart
40.9
10.32221
1left_1x
2down_2x
7,629
2Yellow
1ellipse
00.5
10.32221
5mid_left
3up_2x
11,187
3SpringGreen
1ellipse
20.7
00.0
4mid_right
3up_2x
15,841
4Cyan
2heart
40.9
00.0
0right_1x
1up_1x
7,655
2Yellow
1ellipse
00.5
20.64443
3left_2x
5mid_up
24,415
7DeepPink
1ellipse
30.8
30.96664
1left_1x
1up_1x
27,018
8NavajoWhite
1ellipse
00.5
00.0
3left_2x
0down_1x
15,150
4Cyan
2heart
00.5
00.0
5mid_left
0down_1x
29,097
8NavajoWhite
2heart
51.0
30.96664
1left_1x
3up_2x
18,177
5Purple
1ellipse
40.9
41.28886
5mid_left
3up_2x
5,283
1OrangeRed
1ellipse
51.0
10.32221
4mid_right
3up_2x
26,363
8NavajoWhite
0square
20.7
20.64443
1left_1x
5mid_up
25,565
7DeepPink
2heart
40.9
00.0
0right_1x
5mid_up
15,119
4Cyan
1ellipse
51.0
41.28886
5mid_left
5mid_up
16,568
5Purple
0square
20.7
00.0
1left_1x
2down_2x
19,959
6DodgerBlue
0square
20.7
41.28886
2right_2x
3up_2x
19,632
6DodgerBlue
0square
10.6
00.0
2right_2x
0down_1x
5,696
1OrangeRed
2heart
10.6
30.96664
1left_1x
2down_2x
7,188
2Yellow
0square
30.8
41.28886
4mid_right
0down_1x
14,367
4Cyan
1ellipse
10.6
41.28886
0right_1x
3up_2x
28,055
8NavajoWhite
1ellipse
51.0
41.28886
1left_1x
5mid_up
16,171
4Cyan
2heart
51.0
41.28886
1left_1x
1up_1x
20,828
6DodgerBlue
1ellipse
10.6
30.96664
3left_2x
2down_2x
10,102
3SpringGreen
0square
20.7
00.0
3left_2x
4mid_down
8,900
2Yellow
2heart
10.6
20.64443
1left_1x
2down_2x
3,560
1OrangeRed
0square
10.6
30.96664
5mid_left
2down_2x
8,696
2Yellow
2heart
00.5
10.32221
3left_2x
2down_2x
3,707
1OrangeRed
0square
20.7
20.64443
5mid_left
5mid_up
20,906
6DodgerBlue
1ellipse
20.7
00.0
4mid_right
2down_2x
13,358
4Cyan
0square
20.7
10.32221
0right_1x
2down_2x
28,805
8NavajoWhite
2heart
40.9
00.0
0right_1x
5mid_up
21,409
6DodgerBlue
1ellipse
40.9
41.28886
4mid_right
1up_1x
11,375
3SpringGreen
1ellipse
30.8
00.0
5mid_left
5mid_up
6,798
2Yellow
0square
10.6
30.96664
5mid_left
0down_1x
20,892
6DodgerBlue
1ellipse
20.7
00.0
2right_2x
0down_1x
9,918
3SpringGreen
0square
10.6
00.0
3left_2x
0down_1x
3,402
1OrangeRed
0square
00.5
41.28886
3left_2x
0down_1x
10,127
3SpringGreen
0square
20.7
10.32221
1left_1x
5mid_up
21,564
6DodgerBlue
1ellipse
51.0
41.28886
0right_1x
0down_1x
20,183
6DodgerBlue
0square
40.9
00.0
3left_2x
5mid_up
20,817
6DodgerBlue
1ellipse
10.6
30.96664
1left_1x
3up_2x
2,254
0DarkSlateGray
2heart
00.5
20.64443
3left_2x
4mid_down
2,249
0DarkSlateGray
2heart
00.5
20.64443
2right_2x
5mid_up
21,200
6DodgerBlue
1ellipse
30.8
30.96664
5mid_left
2down_2x
19,166
5Purple
2heart
40.9
20.64443
2right_2x
2down_2x
24,792
7DeepPink
1ellipse
51.0
30.96664
4mid_right
0down_1x
507
0DarkSlateGray
0square
20.7
41.28886
0right_1x
3up_2x
14,070
4Cyan
1ellipse
00.5
00.0
5mid_left
0down_1x
2,444
0DarkSlateGray
2heart
10.6
20.64443
5mid_left
2down_2x
18,529
5Purple
2heart
00.5
41.28886
4mid_right
1up_1x
25,285
7DeepPink
2heart
20.7
20.64443
2right_2x
1up_1x
20,559
6DodgerBlue
1ellipse
00.5
10.32221
0right_1x
3up_2x
25,231
7DeepPink
2heart
20.7
00.0
5mid_left
1up_1x
17,633
5Purple
1ellipse
10.6
41.28886
4mid_right
5mid_up
14,829
4Cyan
1ellipse
40.9
10.32221
5mid_left
3up_2x
14,946
4Cyan
1ellipse
51.0
00.0
1left_1x
0down_1x
16,132
4Cyan
2heart
51.0
30.96664
0right_1x
4mid_down
20,624
6DodgerBlue
1ellipse
00.5
20.64443
5mid_left
2down_2x
16,607
5Purple
0square
20.7
10.32221
1left_1x
5mid_up
12,584
3SpringGreen
2heart
30.8
41.28886
3left_2x
2down_2x
10,308
3SpringGreen
0square
30.8
10.32221
2right_2x
0down_1x
341
0DarkSlateGray
0square
10.6
41.28886
2right_2x
5mid_up
19,193
5Purple
2heart
40.9
30.96664
0right_1x
5mid_up
2,283
0DarkSlateGray
2heart
00.5
30.96664
2right_2x
3up_2x
6,273
1OrangeRed
2heart
40.9
41.28886
1left_1x
3up_2x
5,249
1OrangeRed
1ellipse
51.0
00.0
4mid_right
5mid_up
11,697
3SpringGreen
1ellipse
40.9
41.28886
5mid_left
3up_2x
5,269
1OrangeRed
1ellipse
51.0
10.32221
2right_2x
1up_1x
21,758
6DodgerBlue
2heart
00.5
41.28886
2right_2x
2down_2x
13,896
4Cyan
0square
51.0
10.32221
0right_1x
0down_1x
9,785
3SpringGreen
0square
00.5
10.32221
4mid_right
5mid_up
7,599
2Yellow
1ellipse
00.5
10.32221
0right_1x
3up_2x
17,453
5Purple
1ellipse
00.5
41.28886
4mid_right
5mid_up
4,242
1OrangeRed
0square
51.0
20.64443
5mid_left
0down_1x
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MSD dSprites-Dynamic Dataset Attribution

The Multi-factor Sequential Disentanglement benchmark includes a modified variant of the dSprites dataset, adapted to support sequential multi-factor disentanglement.

In this modified sequential version, the object’s color, shape, scale, and orientation are fixed, while its spatial position may change over time.

@misc{dsprites17,
author = {Loic Matthey and Irina Higgins and Demis Hassabis and Alexander Lerchner},
title = {dSprites: Disentanglement testing Sprites dataset},
howpublished= {https://github.com/deepmind/dsprites-dataset/},
year = "2017",
}

Note: The dSprites dataset is licensed under the Apache License 2.0. We redistribute it here solely for non-commercial research purposes, following the original license terms. Please cite the above when using this dataset in your work.

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