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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 |
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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.
- Original repository:
https://github.com/deepmind/3d-shapes
@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.
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