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--- |
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dataset_info: |
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features: |
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- name: image |
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dtype: image |
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- name: text |
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dtype: string |
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splits: |
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- name: train |
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num_bytes: 59834059.794 |
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num_examples: 1447 |
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download_size: 52173880 |
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dataset_size: 59834059.794 |
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license: cc0-1.0 |
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task_categories: |
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- text-to-image |
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language: |
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- en |
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size_categories: |
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- 1K<n<10K |
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--- |
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# textures-normal-1k |
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## Table of Contents |
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- [Table of Contents](#table-of-contents) |
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- [Dataset Description](#dataset-description) |
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- [Dataset Summary](#dataset-summary) |
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- [Languages](#languages) |
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- [Dataset Structure](#dataset-structure) |
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- [Data Instances](#data-instances) |
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- [Data Fields](#data-fields) |
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- [Data Splits](#data-splits) |
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- [Dataset Creation](#dataset-creation) |
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- [Curation Rationale](#curation-rationale) |
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- [Source Data](#source-data) |
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- [Additional Information](#additional-information) |
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- [Dataset Curators](#dataset-curators) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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- [Contributions](#contributions) |
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## Dataset Description |
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- **Homepage:** |
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- **Repository:** |
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- **Paper:** |
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- **Leaderboard:** |
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- **Point of Contact:** |
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### Dataset Summary |
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The `textures-normal-1k` dataset is an image dataset of 1000+ normal map textures in 512x512 resolution with associated text descriptions. |
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The dataset was created for training/fine-tuning models for text to image tasks. |
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It contains a combination of CC0 procedural and photoscanned PBR materials from [ambientCG](https://ambientcg.com/). |
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### Languages |
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The text descriptions are in English, and created by joining the tags of each material with a space character. |
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## Dataset Structure |
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### Data Instances |
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Each data point contains a 512x512 image and and additional `text` feature containing the description of the texture. |
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### Data Fields |
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* `image`: the normal map as a PIL image |
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* `text`: the associated text description created by merging the material's tags |
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### Data Splits |
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| | train | |
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| -- | ----- | |
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| ambientCG | 1447 | |
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## Dataset Creation |
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### Curation Rationale |
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`textures-normal-1k` was created to provide an accesible source of data for automating 3D-asset creation workflows. |
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The [Dream Textures](https://github.com/carson-katri/dream-textures) add-on is one such tool providing AI automation in Blender. |
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By fine-tuning models such as Stable Diffusion on textures, this particular use-case can be more accurately automated. |
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### Source Data |
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#### Initial Data Collection and Normalization |
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The data was obtained from [ambientCG](https://ambientcg.com/)'s CC0 textures. Only the normal maps were included in this dataset. |
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Text descriptions were synthesized by joining the tags associated with each material with a space. |
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## Additional Information |
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### Dataset Curators |
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The dataset was created by Carson Katri, with the images being provided by [ambientCG](https://ambientcg.com/). |
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### Licensing Information |
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All of the images used in this dataset are CC0. |
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### Citation Information |
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[N/A] |
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### Contributions |
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Thanks to [@carson-katri](https://github.com/carson-katri) for adding this dataset. |
