| license: apache-2.0 | |
| dataset_info: | |
| features: | |
| - name: id | |
| dtype: int32 | |
| - name: x | |
| sequence: image | |
| - name: color | |
| dtype: | |
| class_label: | |
| names: | |
| '0': DarkSlateGray | |
| '1': OrangeRed | |
| '2': Yellow | |
| '3': SpringGreen | |
| '4': Cyan | |
| '5': Purple | |
| '6': DodgerBlue | |
| '7': DeepPink | |
| '8': NavajoWhite | |
| - name: shape | |
| dtype: | |
| class_label: | |
| names: | |
| '0': square | |
| '1': ellipse | |
| '2': heart | |
| - name: posX | |
| dtype: | |
| class_label: | |
| names: | |
| '0': '0.06452' | |
| '1': '0.19355' | |
| '2': '0.32258' | |
| '3': '0.45161' | |
| '4': '0.58065' | |
| '5': '0.70968' | |
| '6': '0.83871' | |
| '7': '0.96774' | |
| - name: posY | |
| dtype: | |
| class_label: | |
| names: | |
| '0': '0.06452' | |
| '1': '0.19355' | |
| '2': '0.32258' | |
| '3': '0.45161' | |
| '4': '0.58065' | |
| '5': '0.70968' | |
| '6': '0.83871' | |
| '7': '0.96774' | |
| - name: scale_dynamic | |
| dtype: | |
| class_label: | |
| names: | |
| '0': increasing_1x | |
| '1': decreasing_1x | |
| '2': increasing_2x | |
| '3': decreasing_2x | |
| '4': increasing_3x | |
| '5': decreasing_3x | |
| - name: orientation_dynamic | |
| dtype: | |
| class_label: | |
| names: | |
| '0': counterclockwise | |
| '1': static | |
| '2': clockwise | |
| splits: | |
| - name: train | |
| num_bytes: 36447828.056 | |
| num_examples: 21772 | |
| - name: val | |
| num_bytes: 13035775.304 | |
| num_examples: 4666 | |
| - name: test | |
| num_bytes: 13064702.304 | |
| num_examples: 4666 | |
| download_size: 53718665 | |
| dataset_size: 62548305.664 | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: data/train-* | |
| - split: val | |
| path: data/val-* | |
| - split: test | |
| path: data/test-* | |
| ## MSD dSprites-Static 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**, and **position** are fixed, while its **scale** and **orientation** change over time. | |
| - Original repository: | |
| https://github.com/deepmind/dsprites-dataset | |
| ``` | |
| @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. | |