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README.md
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---
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license: apache-2.0
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dataset_info:
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features:
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- name: id
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dtype: int32
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- name: x
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sequence: image
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- name: color
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dtype:
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class_label:
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names:
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'0': DarkSlateGray
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'1': OrangeRed
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'2': Yellow
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'3': SpringGreen
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'4': Cyan
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'5': Purple
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'6': DodgerBlue
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'7': DeepPink
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'8': NavajoWhite
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- name: shape
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dtype:
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class_label:
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names:
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'0': square
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'1': ellipse
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'2': heart
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- name: scale
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dtype:
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class_label:
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names:
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'0': '0.5'
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'1': '0.6'
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'2': '0.7'
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'3': '0.8'
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'4': '0.9'
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'5': '1.0'
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- name: orientation
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dtype:
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class_label:
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names:
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'0': '0.0'
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'1': '0.32221463113741466'
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'2': '0.6444292622748293'
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'3': '0.966643893412244'
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'4': '1.2888585245496587'
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- name: posX
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dtype:
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class_label:
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names:
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'0': '0.0'
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'1': '0.5161290322580645'
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'2': '1.0'
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- name: posY
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dtype:
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class_label:
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names:
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'0': '0.0'
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'1': '0.5161290322580645'
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'2': '1.0'
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- name: posX_dynamic
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dtype:
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class_label:
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names:
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'0': right_1x
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'1': left_1x
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'2': right_2x
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'3': left_2x
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'4': mid_right
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'5': mid_left
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- name: posY_dynamic
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dtype:
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class_label:
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names:
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'0': down_1x
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'1': up_1x
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'2': down_2x
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'3': up_2x
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'4': mid_down
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'5': mid_up
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splits:
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- name: train
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num_bytes: 30274411.672
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num_examples: 20412
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- name: val
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num_bytes: 9995175.138
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num_examples: 4374
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- name: test
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num_bytes: 9929153.138
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num_examples: 4374
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download_size: 50024293
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dataset_size: 50198739.948
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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- split: val
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path: data/val-*
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- split: test
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path: data/test-*
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---
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---
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license: apache-2.0
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dataset_info:
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features:
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- name: id
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dtype: int32
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- name: x
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sequence: image
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- name: color
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dtype:
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class_label:
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names:
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'0': DarkSlateGray
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'1': OrangeRed
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'2': Yellow
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'3': SpringGreen
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'4': Cyan
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'5': Purple
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'6': DodgerBlue
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'7': DeepPink
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'8': NavajoWhite
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- name: shape
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dtype:
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class_label:
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names:
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'0': square
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'1': ellipse
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'2': heart
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- name: scale
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dtype:
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class_label:
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names:
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'0': '0.5'
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'1': '0.6'
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'2': '0.7'
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'3': '0.8'
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'4': '0.9'
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'5': '1.0'
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- name: orientation
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dtype:
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class_label:
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names:
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'0': '0.0'
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+
'1': '0.32221463113741466'
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| 45 |
+
'2': '0.6444292622748293'
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'3': '0.966643893412244'
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'4': '1.2888585245496587'
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- name: posX
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dtype:
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class_label:
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names:
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'0': '0.0'
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'1': '0.5161290322580645'
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'2': '1.0'
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- name: posY
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dtype:
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class_label:
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names:
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'0': '0.0'
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'1': '0.5161290322580645'
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'2': '1.0'
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- name: posX_dynamic
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dtype:
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class_label:
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names:
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'0': right_1x
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'1': left_1x
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'2': right_2x
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'3': left_2x
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'4': mid_right
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'5': mid_left
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- name: posY_dynamic
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dtype:
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class_label:
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names:
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'0': down_1x
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'1': up_1x
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'2': down_2x
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'3': up_2x
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'4': mid_down
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'5': mid_up
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splits:
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- name: train
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num_bytes: 30274411.672
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num_examples: 20412
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+
- name: val
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num_bytes: 9995175.138
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num_examples: 4374
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+
- name: test
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num_bytes: 9929153.138
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num_examples: 4374
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download_size: 50024293
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| 93 |
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dataset_size: 50198739.948
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configs:
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- config_name: default
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data_files:
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- split: train
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path: data/train-*
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- split: val
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path: data/val-*
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- split: test
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path: data/test-*
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---
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## MSD dSprites-Dynamic Dataset Attribution
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The Multi-factor Sequential Disentanglement benchmark includes a **modified variant of the dSprites dataset**, adapted to support sequential multi-factor disentanglement.
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- Original repository:
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https://github.com/deepmind/dsprites-dataset
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```
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@misc{dsprites17,
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author = {Loic Matthey and Irina Higgins and Demis Hassabis and Alexander Lerchner},
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title = {dSprites: Disentanglement testing Sprites dataset},
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howpublished= {https://github.com/deepmind/dsprites-dataset/},
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year = "2017",
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}
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```
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⚠ **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.
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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.
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