--- annotations_creators: - no-annotation language: - en language_creators: - found license: - other multilinguality: - monolingual pretty_name: crello size_categories: - 1K, , , , , , , , , , ]} ``` ### Data Fields **Context features (Canvas attributes)** | Field | Type | Shape | Description | | ------------- | ------ | ----- | -------------------------------------------------------------- | | id | string | () | Template ID from crello.com | | group | string | () | Broad design group, such as social media posts or blog headers | | format | string | () | Detailed design format, such as Instagram post or postcard | | category | string | () | Topic category of the design, such as holiday celebration | | canvas_width | int64 | () | Canvas pixel width | | canvas_height | int64 | () | Canvas pixel height | | length | int64 | () | Length of sequence features | **Sequence features (Element attributes)** | Field | Type | Shape | Description | | ----------- | ------- | ----- | -------------------------------------------------------------------- | | type | string | () | Element type, such as vector shape, image, or text | | left | float32 | () | Element left position normalized to [0, 1] range w.r.t. canvas_width | | top | float32 | () | Element top position normalized to [0, 1] range w.r.t. canvas_height | | width | float32 | () | Element width normalized to [0, 1] range w.r.t. canvas_width | | height | float32 | () | Element height normalized to [0, 1] range w.r.t. canvas_height | | color | int64 | (3,) | Extracted main RGB color of the element | | opacity | float32 | () | Opacity in [0, 1] range | | image_bytes | string | () | Pre-rendered 256x256 preview of the element encoded in PNG format | | text | string | () | Text content in UTF-8 encoding for text element | | font | string | () | Font family name for text element | | font_size | float32 | () | Font size (height) in pixels | | text_align | string | () | Horizontal text alignment, left, center, right for text element | | angle | float32 | () | Element rotation angle (radian) w.r.t. the center of the element | Note that the color and pre-rendered images are do not necessarily accurately reproduce the original design templates. The original template is accessible at the following URL if still available. ``` https://create.vista.com/artboard/?template= ``` ### Data Splits The Crello dataset has 3 splits: train, validation, and test. The current split is generated such that the same title of the original template shows up in only in one split. | Split | Count | | --------- | ----- | | train | 18659 | | validaton | 2391 | | test | 2371 | ## Dataset Creation ### Curation Rationale The Crello dataset is compiled for the general study of vector graphic documents, with the goal of producing a dataset that offers complete vector graphic information suitable for neural methodologies. ### Source Data #### Initial Data Collection and Normalization The dataset is initially scraped from the former `crello.com`, and pre-processed to #### Who are the source language producers? While [create.vista.com](https://create.vista.com/)) owns those templates, the templates seems to be originially created by certain group of design studios. ### Personal and Sensitive Information The dataset does not contain any personal information about the creator, but may contain a picture of people in the design template. ## Considerations for Using the Data ### Social Impact of Dataset This dataset was developed for advancing the general study of vector graphic documents, especially for generative systems of graphic design. Successful systems might enable automation of creative workflow that human designers get involved in. ### Discussion of Biases The templates contained in the dataset reflect the biases appearing in the source data, which could present gender biases in specific design categories. ### Other Known Limitations Due to the unknown data specification of the source data, the color and pre-rendered images do not necessarily accurately reproduce the original design templates. The original template is accessible at the following URL if still available. https://create.vista.com/artboard/?template= ## Additional Information ### Dataset Curators The Crello dataset was developed by Kota Yamaguchi. ### Licensing Information The origin of the dataset is [create.vista.com](https://create.vista.com) (formally, `crello.com`). The distributor ("We") do not own the copyrights of the original design templates. By using Crello dataset, the user of this dataset ("You") must agree to the [VistaCreate License Agreements](https://create.vista.com/faq/legal/licensing/license_agreements/). The dataset is distributed under [CDLA-Permissive-2.0 license](https://cdla.dev/permissive-2-0/). **Note** We do not re-distribute the original files as we are not allowed by terms. ### Citation Information @article{yamaguchi2021canvasvae, title={CanvasVAE: Learning to Generate Vector Graphic Documents}, author={Yamaguchi, Kota}, journal={ICCV}, year={2021} } ### Contributions Thanks to [@kyamagu](https://github.com/kyamagu) for adding this dataset.