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--- |
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license: apache-2.0 |
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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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pretty_name: ImageReward Dataset |
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size_categories: |
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- 1K<n<10K |
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--- |
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# ImageRewardDB |
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## Dataset Description |
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- **Homepage: https://huggingface.co/datasets/wuyuchen/ImageRewardDB** |
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- **Repository: TBD** |
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- **Paper: TBD** |
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### Dataset Summary |
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ImageRewardDB is a comprehensive text-to-image comparison dataset, focusing on text-to-image human preference. |
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It consists of 137k pairs of expert comparisons, based on text prompts and corresponding model outputs from DiffusionDB. |
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To build the ImageRewadDB, we design a pipeline tailored for it, establishing criteria for quantitative assessment and |
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annotator training, optimizing labeling experience, and ensuring quality validation. And ImageRewardDB is now public available at |
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[🤗 Hugging Face Dataset](https://huggingface.co/datasets/wuyuchen/ImageRewardDB). |
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### Languages |
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The text in the dataset is all in English. |
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### Four Subsets |
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Considering that the ImageRewardDB contains a large number of images, we provide four subsets in different scales to support different needs. |
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|Subset|Num of Images|Num of Prompts|Size|Image Directory| |
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|:--|--:|--:|--:|--:| |
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|ImageRewardDB 1K|TBD|1K|TBD|`images/`| |
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|ImageRewardDB 2K|TBD|2K|TBD|`images/`| |
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|ImageRewardDB 4K|TBD|4K|TBD|`images/`| |
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|ImageRewardDB 8K|TBD|8K|TBD|`images/`| |
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## Dataset Structure |
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### Data Instances |
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[More Information Needed] |
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### Data Fields |
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[More Information Needed] |
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### Data Splits |
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[More Information Needed] |
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## Dataset Creation |
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### Curation Rationale |
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[More Information Needed] |
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### Source Data |
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#### Initial Data Collection and Normalization |
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[More Information Needed] |
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#### Who are the source language producers? |
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[More Information Needed] |
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### Annotations |
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#### Annotation process |
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[More Information Needed] |
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#### Who are the annotators? |
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[More Information Needed] |
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### Personal and Sensitive Information |
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[More Information Needed] |
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## Considerations for Using the Data |
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### Social Impact of Dataset |
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[More Information Needed] |
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### Discussion of Biases |
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[More Information Needed] |
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### Other Known Limitations |
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[More Information Needed] |
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## Additional Information |
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### Dataset Curators |
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[More Information Needed] |
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### Licensing Information |
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[More Information Needed] |
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### Citation Information |
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[More Information Needed] |
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### Contributions |
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[More Information Needed] |
