TalBarami commited on
Commit
cb500e5
·
verified ·
1 Parent(s): 34e2c54

Update README.md

Browse files
Files changed (1) hide show
  1. README.md +122 -103
README.md CHANGED
@@ -1,103 +1,122 @@
1
- ---
2
- license: apache-2.0
3
- dataset_info:
4
- features:
5
- - name: id
6
- dtype: int32
7
- - name: x
8
- sequence: image
9
- - name: color
10
- dtype:
11
- class_label:
12
- names:
13
- '0': DarkSlateGray
14
- '1': OrangeRed
15
- '2': Yellow
16
- '3': SpringGreen
17
- '4': Cyan
18
- '5': Purple
19
- '6': DodgerBlue
20
- '7': DeepPink
21
- '8': NavajoWhite
22
- - name: shape
23
- dtype:
24
- class_label:
25
- names:
26
- '0': square
27
- '1': ellipse
28
- '2': heart
29
- - name: scale
30
- dtype:
31
- class_label:
32
- names:
33
- '0': '0.5'
34
- '1': '0.6'
35
- '2': '0.7'
36
- '3': '0.8'
37
- '4': '0.9'
38
- '5': '1.0'
39
- - name: orientation
40
- dtype:
41
- class_label:
42
- names:
43
- '0': '0.0'
44
- '1': '0.32221463113741466'
45
- '2': '0.6444292622748293'
46
- '3': '0.966643893412244'
47
- '4': '1.2888585245496587'
48
- - name: posX
49
- dtype:
50
- class_label:
51
- names:
52
- '0': '0.0'
53
- '1': '0.5161290322580645'
54
- '2': '1.0'
55
- - name: posY
56
- dtype:
57
- class_label:
58
- names:
59
- '0': '0.0'
60
- '1': '0.5161290322580645'
61
- '2': '1.0'
62
- - name: posX_dynamic
63
- dtype:
64
- class_label:
65
- names:
66
- '0': right_1x
67
- '1': left_1x
68
- '2': right_2x
69
- '3': left_2x
70
- '4': mid_right
71
- '5': mid_left
72
- - name: posY_dynamic
73
- dtype:
74
- class_label:
75
- names:
76
- '0': down_1x
77
- '1': up_1x
78
- '2': down_2x
79
- '3': up_2x
80
- '4': mid_down
81
- '5': mid_up
82
- splits:
83
- - name: train
84
- num_bytes: 30274411.672
85
- num_examples: 20412
86
- - name: val
87
- num_bytes: 9995175.138
88
- num_examples: 4374
89
- - name: test
90
- num_bytes: 9929153.138
91
- num_examples: 4374
92
- download_size: 50024293
93
- dataset_size: 50198739.948
94
- configs:
95
- - config_name: default
96
- data_files:
97
- - split: train
98
- path: data/train-*
99
- - split: val
100
- path: data/val-*
101
- - split: test
102
- path: data/test-*
103
- ---
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
+ ---
2
+ license: apache-2.0
3
+ dataset_info:
4
+ features:
5
+ - name: id
6
+ dtype: int32
7
+ - name: x
8
+ sequence: image
9
+ - name: color
10
+ dtype:
11
+ class_label:
12
+ names:
13
+ '0': DarkSlateGray
14
+ '1': OrangeRed
15
+ '2': Yellow
16
+ '3': SpringGreen
17
+ '4': Cyan
18
+ '5': Purple
19
+ '6': DodgerBlue
20
+ '7': DeepPink
21
+ '8': NavajoWhite
22
+ - name: shape
23
+ dtype:
24
+ class_label:
25
+ names:
26
+ '0': square
27
+ '1': ellipse
28
+ '2': heart
29
+ - name: scale
30
+ dtype:
31
+ class_label:
32
+ names:
33
+ '0': '0.5'
34
+ '1': '0.6'
35
+ '2': '0.7'
36
+ '3': '0.8'
37
+ '4': '0.9'
38
+ '5': '1.0'
39
+ - name: orientation
40
+ dtype:
41
+ class_label:
42
+ names:
43
+ '0': '0.0'
44
+ '1': '0.32221463113741466'
45
+ '2': '0.6444292622748293'
46
+ '3': '0.966643893412244'
47
+ '4': '1.2888585245496587'
48
+ - name: posX
49
+ dtype:
50
+ class_label:
51
+ names:
52
+ '0': '0.0'
53
+ '1': '0.5161290322580645'
54
+ '2': '1.0'
55
+ - name: posY
56
+ dtype:
57
+ class_label:
58
+ names:
59
+ '0': '0.0'
60
+ '1': '0.5161290322580645'
61
+ '2': '1.0'
62
+ - name: posX_dynamic
63
+ dtype:
64
+ class_label:
65
+ names:
66
+ '0': right_1x
67
+ '1': left_1x
68
+ '2': right_2x
69
+ '3': left_2x
70
+ '4': mid_right
71
+ '5': mid_left
72
+ - name: posY_dynamic
73
+ dtype:
74
+ class_label:
75
+ names:
76
+ '0': down_1x
77
+ '1': up_1x
78
+ '2': down_2x
79
+ '3': up_2x
80
+ '4': mid_down
81
+ '5': mid_up
82
+ splits:
83
+ - name: train
84
+ num_bytes: 30274411.672
85
+ num_examples: 20412
86
+ - name: val
87
+ num_bytes: 9995175.138
88
+ num_examples: 4374
89
+ - name: test
90
+ num_bytes: 9929153.138
91
+ num_examples: 4374
92
+ download_size: 50024293
93
+ dataset_size: 50198739.948
94
+ configs:
95
+ - config_name: default
96
+ data_files:
97
+ - split: train
98
+ path: data/train-*
99
+ - split: val
100
+ path: data/val-*
101
+ - split: test
102
+ path: data/test-*
103
+ ---
104
+
105
+ ## MSD dSprites-Dynamic Dataset Attribution
106
+
107
+ The Multi-factor Sequential Disentanglement benchmark includes a **modified variant of the dSprites dataset**, adapted to support sequential multi-factor disentanglement.
108
+
109
+ - Original repository:
110
+ https://github.com/deepmind/dsprites-dataset
111
+ ```
112
+ @misc{dsprites17,
113
+ author = {Loic Matthey and Irina Higgins and Demis Hassabis and Alexander Lerchner},
114
+ title = {dSprites: Disentanglement testing Sprites dataset},
115
+ howpublished= {https://github.com/deepmind/dsprites-dataset/},
116
+ year = "2017",
117
+ }
118
+ ```
119
+
120
+ ⚠ **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 repository when using this dataset in your work.
121
+
122
+ In this modified sequential version, the object’s **color**, **shape**, **scale**, and **orientation** are fixed, while its **spatial position** may change over time, providing a controlled setting for evaluating disentanglement of dynamic factors.