| license: apache-2.0 | |
| configs: | |
| - config_name: default | |
| data_files: | |
| - split: train | |
| path: data/train-* | |
| - split: val | |
| path: data/val-* | |
| - split: test | |
| path: data/test-* | |
| dataset_info: | |
| features: | |
| - name: id | |
| dtype: int32 | |
| - name: x | |
| sequence: image | |
| - name: floor_hue | |
| dtype: | |
| class_label: | |
| names: | |
| '0': '0.0' | |
| '1': '0.1' | |
| '2': '0.2' | |
| '3': '0.3' | |
| '4': '0.4' | |
| '5': '0.5' | |
| '6': '0.6' | |
| '7': '0.7' | |
| '8': '0.8' | |
| '9': '0.9' | |
| - name: wall_hue | |
| dtype: | |
| class_label: | |
| names: | |
| '0': '0.0' | |
| '1': '0.1' | |
| '2': '0.2' | |
| '3': '0.3' | |
| '4': '0.4' | |
| '5': '0.5' | |
| '6': '0.6' | |
| '7': '0.7' | |
| '8': '0.8' | |
| '9': '0.9' | |
| - name: object_hue | |
| dtype: | |
| class_label: | |
| names: | |
| '0': '0.0' | |
| '1': '0.1' | |
| '2': '0.2' | |
| '3': '0.3' | |
| '4': '0.4' | |
| '5': '0.5' | |
| '6': '0.6' | |
| '7': '0.7' | |
| '8': '0.8' | |
| '9': '0.9' | |
| - name: shape | |
| dtype: | |
| class_label: | |
| names: | |
| '0': cube | |
| '1': cylinder | |
| '2': sphere | |
| '3': capsule | |
| - name: scale_dynamic | |
| dtype: | |
| class_label: | |
| names: | |
| '0': increasing_1x | |
| '1': decreasing_1x | |
| '2': increasing_2x | |
| '3': decreasing_2x | |
| '4': alternating_big_small | |
| '5': alternating_small_big | |
| - name: orientation_dynamic | |
| dtype: | |
| class_label: | |
| names: | |
| '0': counterclockwise | |
| '1': static | |
| '2': clockwise | |
| splits: | |
| - name: train | |
| num_bytes: 1719272462.0 | |
| num_examples: 50400 | |
| - name: val | |
| num_bytes: 386294024.0 | |
| num_examples: 10800 | |
| - name: test | |
| num_bytes: 385308154.0 | |
| num_examples: 10800 | |
| download_size: 1992990038 | |
| dataset_size: 2490874640.0 | |
| ## 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. | |