Dataset Viewer
Auto-converted to Parquet
Search is not available for this dataset
id
int32
1
72k
x
images listlengths
10
10
floor_hue
class label
10 classes
wall_hue
class label
10 classes
object_hue
class label
10 classes
shape
class label
4 classes
scale_dynamic
class label
6 classes
orientation_dynamic
class label
3 classes
9,411
10.1
30.3
00.0
2sphere
5alternating_small_big
0counterclockwise
36,399
50.5
00.0
50.5
2sphere
1decreasing_1x
0counterclockwise
33,117
40.4
50.5
90.9
3capsule
5alternating_small_big
0counterclockwise
47,801
60.6
60.6
30.3
3capsule
3decreasing_2x
2clockwise
34,383
40.4
70.7
70.7
2sphere
1decreasing_1x
0counterclockwise
27,452
30.3
80.8
10.1
1cylinder
0increasing_1x
2clockwise
56,062
70.7
70.7
80.8
2sphere
3decreasing_2x
1static
40,459
50.5
60.6
10.1
3capsule
4alternating_big_small
1static
10,188
10.1
40.4
10.1
2sphere
0increasing_1x
0counterclockwise
42,883
50.5
90.9
50.5
2sphere
2increasing_2x
1static
46,126
60.6
40.4
00.0
2sphere
3decreasing_2x
1static
39,398
50.5
40.4
70.7
0cube
4alternating_big_small
2clockwise
62,893
80.8
70.7
30.3
2sphere
0increasing_1x
1static
49,683
60.6
90.9
00.0
0cube
1decreasing_1x
0counterclockwise
36,401
50.5
00.0
50.5
2sphere
1decreasing_1x
2clockwise
57,055
70.7
90.9
20.2
1cylinder
4alternating_big_small
1static
21,659
30.3
00.0
00.0
3capsule
1decreasing_1x
2clockwise
28,343
30.3
90.9
30.3
2sphere
3decreasing_2x
2clockwise
58,182
80.8
00.0
80.8
0cube
2increasing_2x
0counterclockwise
58,094
80.8
00.0
60.6
3capsule
2increasing_2x
2clockwise
16,086
20.2
20.2
30.3
1cylinder
4alternating_big_small
0counterclockwise
66,998
90.9
30.3
00.0
2sphere
0increasing_1x
2clockwise
32,073
40.4
40.4
50.5
1cylinder
5alternating_small_big
0counterclockwise
67,099
90.9
30.3
10.1
3capsule
4alternating_big_small
1static
58,152
80.8
00.0
70.7
2sphere
4alternating_big_small
0counterclockwise
65,829
90.9
10.1
40.4
1cylinder
1decreasing_1x
0counterclockwise
35,667
40.4
90.9
50.5
1cylinder
3decreasing_2x
0counterclockwise
4,803
00.0
60.6
60.6
2sphere
5alternating_small_big
0counterclockwise
954
00.0
10.1
30.3
1cylinder
0increasing_1x
0counterclockwise
9,330
10.1
20.2
90.9
2sphere
2increasing_2x
0counterclockwise
17,645
20.2
40.4
50.5
0cube
1decreasing_1x
2clockwise
47,291
60.6
50.5
60.6
3capsule
1decreasing_1x
2clockwise
40,152
50.5
50.5
70.7
2sphere
4alternating_big_small
0counterclockwise
51,427
70.7
10.1
40.4
1cylinder
0increasing_1x
1static
36,687
50.5
00.0
90.9
2sphere
1decreasing_1x
0counterclockwise
33,992
40.4
70.7
20.2
0cube
2increasing_2x
2clockwise
31,603
40.4
30.3
80.8
3capsule
4alternating_big_small
1static
22,101
30.3
00.0
60.6
3capsule
5alternating_small_big
0counterclockwise
435
00.0
00.0
60.6
0cube
1decreasing_1x
0counterclockwise
52,527
70.7
20.2
90.9
2sphere
1decreasing_1x
0counterclockwise
32,365
40.4
40.4
90.9
2sphere
0increasing_1x
1static
42,901
50.5
90.9
50.5
3capsule
2increasing_2x
1static
55,240
70.7
60.6
70.7
0cube
5alternating_small_big
1static
5,660
00.0
70.7
80.8
2sphere
2increasing_2x
2clockwise
19,883
20.2
70.7
60.6
0cube
3decreasing_2x
2clockwise
40,035
50.5
50.5
60.6
0cube
1decreasing_1x
0counterclockwise
40,018
50.5
50.5
50.5
3capsule
1decreasing_1x
1static
62,083
80.8
60.6
20.2
1cylinder
0increasing_1x
1static
5,157
00.0
70.7
10.1
2sphere
3decreasing_2x
0counterclockwise
57,125
70.7
90.9
30.3
1cylinder
3decreasing_2x
2clockwise
43,055
50.5
90.9
70.7
3capsule
5alternating_small_big
2clockwise
8,669
10.1
20.2
00.0
1cylinder
3decreasing_2x
2clockwise
67,518
90.9
30.3
70.7
3capsule
0increasing_1x
0counterclockwise
63,502
80.8
80.8
10.1
3capsule
5alternating_small_big
1static
17,485
20.2
40.4
20.2
3capsule
2increasing_2x
1static
71,899
90.9
90.9
80.8
2sphere
2increasing_2x
1static
55,754
70.7
70.7
40.4
1cylinder
2increasing_2x
2clockwise
63,439
80.8
80.8
10.1
0cube
2increasing_2x
1static
54,035
70.7
50.5
00.0
1cylinder
5alternating_small_big
2clockwise
49,275
60.6
80.8
40.4
1cylinder
3decreasing_2x
0counterclockwise
55,319
70.7
60.6
80.8
1cylinder
1decreasing_1x
2clockwise
48,257
60.6
70.7
00.0
0cube
5alternating_small_big
2clockwise
6,489
00.0
90.9
00.0
0cube
3decreasing_2x
0counterclockwise
39,584
50.5
40.4
90.9
3capsule
0increasing_1x
2clockwise
31,661
40.4
30.3
90.9
2sphere
5alternating_small_big
2clockwise
55,369
70.7
60.6
90.9
0cube
0increasing_1x
1static
24,087
30.3
30.3
40.4
2sphere
1decreasing_1x
0counterclockwise
50,330
60.6
90.9
90.9
0cube
0increasing_1x
2clockwise
5,948
00.0
80.8
20.2
2sphere
2increasing_2x
2clockwise
63,255
80.8
70.7
80.8
2sphere
1decreasing_1x
0counterclockwise
193
00.0
00.0
20.2
2sphere
4alternating_big_small
1static
55,764
70.7
70.7
40.4
2sphere
0increasing_1x
0counterclockwise
66,330
90.9
20.2
10.1
1cylinder
0increasing_1x
0counterclockwise
26,894
30.3
70.7
30.3
2sphere
0increasing_1x
2clockwise
51,855
70.7
20.2
00.0
0cube
5alternating_small_big
0counterclockwise
909
00.0
10.1
20.2
2sphere
3decreasing_2x
0counterclockwise
4,928
00.0
60.6
80.8
1cylinder
4alternating_big_small
2clockwise
61,074
80.8
40.4
80.8
1cylinder
0increasing_1x
0counterclockwise
39,103
50.5
40.4
30.3
0cube
2increasing_2x
1static
54,825
70.7
60.6
10.1
1cylinder
5alternating_small_big
0counterclockwise
1,133
00.0
10.1
50.5
2sphere
5alternating_small_big
2clockwise
2,616
00.0
30.3
60.6
1cylinder
2increasing_2x
0counterclockwise
53,482
70.7
40.4
20.2
3capsule
1decreasing_1x
1static
55,356
70.7
60.6
80.8
3capsule
2increasing_2x
0counterclockwise
23,558
30.3
20.2
70.7
0cube
4alternating_big_small
2clockwise
27,161
30.3
70.7
70.7
0cube
5alternating_small_big
2clockwise
4,586
00.0
60.6
30.3
2sphere
4alternating_big_small
2clockwise
59,549
80.8
20.2
70.7
0cube
1decreasing_1x
2clockwise
11,520
10.1
60.6
00.0
0cube
0increasing_1x
0counterclockwise
8,556
10.1
10.1
80.8
3capsule
2increasing_2x
0counterclockwise
50,960
70.7
00.0
70.7
3capsule
0increasing_1x
2clockwise
39,252
50.5
40.4
50.5
0cube
4alternating_big_small
0counterclockwise
19,673
20.2
70.7
30.3
0cube
5alternating_small_big
2clockwise
58,578
80.8
10.1
30.3
2sphere
2increasing_2x
0counterclockwise
27,653
30.3
80.8
40.4
0cube
1decreasing_1x
2clockwise
18,501
20.2
50.5
60.6
3capsule
5alternating_small_big
0counterclockwise
51,307
70.7
10.1
20.2
2sphere
2increasing_2x
1static
48,402
60.6
70.7
20.2
1cylinder
0increasing_1x
0counterclockwise
46,591
60.6
40.4
70.7
0cube
2increasing_2x
1static
58,678
80.8
10.1
40.4
3capsule
5alternating_small_big
1static
End of preview. Expand in Data Studio

MSD Shapes3D Dataset Attribution

The Multi-factor Sequential Disentanglement benchmark includes a modified variant of the 3D Shapes dataset, adapted to support sequential multi-factor disentanglement.

In this setup, the floor hue, wall hue, object hue, and shape are static, while the scale and orientation change over time.

@misc{3dshapes18,
  title={3D Shapes Dataset},
  author={Burgess, Chris and Kim, Hyunjik},
  howpublished={https://github.com/deepmind/3dshapes-dataset/},
  year={2018}
}

Note: The 3D Shapes dataset is released under the Apache License 2.0. We redistribute it here solely for non-commercial research purposes, following the original publication. Please cite the above paper when using this dataset in your work.

Downloads last month
12