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--- |
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configs: |
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- config_name: default |
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data_files: |
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- split: validation |
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path: data/validation-* |
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- split: test |
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path: data/test-* |
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dataset_info: |
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features: |
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- name: instruction |
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dtype: string |
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- name: image |
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dtype: image |
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- name: image_url |
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dtype: string |
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- name: task |
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dtype: string |
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- name: split |
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dtype: string |
|
- name: idx |
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dtype: int64 |
|
- name: hash |
|
dtype: string |
|
- name: input_caption |
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dtype: string |
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- name: output_caption |
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dtype: string |
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splits: |
|
- name: validation |
|
num_bytes: 766577760.29 |
|
num_examples: 2022 |
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- name: test |
|
num_bytes: 1353975788.0 |
|
num_examples: 3589 |
|
download_size: 1904999338 |
|
dataset_size: 2120553548.29 |
|
--- |
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# Dataset Card for the Emu Edit Test Set |
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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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- [Additional Information](#additional-information) |
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- [Licensing Information](#licensing-information) |
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- [Citation Information](#citation-information) |
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## Dataset Description |
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- **Homepage: https://emu-edit.metademolab.com/** |
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- **Paper: TODO** |
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### Dataset Summary |
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To create a benchmark for image editing we first define seven different categories of potential image editing operations: background alteration (background), comprehensive image changes (global), style alteration (style), object removal (remove), object addition (add), localized modifications (local), and color/texture alterations (texture). |
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Then, we utilize the diverse set of input images from the [MagicBrush benchmark](https://huggingface.co/datasets/osunlp/MagicBrush), and for each editing operation, we task crowd workers to devise relevant, creative, and challenging instructions. |
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Moreover, to increase the quality of the collected examples, we apply a post-verification stage, in which crowd workers filter examples with irrelevant instructions. |
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Finally, to support evaluation for methods that require input and output captions (e.g. prompt2prompt and pnp), we additionally collect an input caption and output caption for each example. |
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When doing so, we ask annotators to ensure that the captions capture both important elements in the image, and elements that should change based on the instruction. |
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For more details please see our [paper](TODO) and [project page](https://emu-edit.metademolab.com/) |
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### Licensing Information |
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Creative Commons License This work is licensed under a Creative Commons Attribution 4.0 International License. |
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### Citation Information |
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TODO |