Datasets:
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README.md
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# AnyInsertion dataset
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## Summary
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This is the dataset proposed in our paper [**Insert Anything: Image Insertion via In-Context Editing in DiT**](https://arxiv.org/html/2504.15009)
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AnyInsertion dataset consists of training and testing subsets. The training set includes 159,908 samples across two prompt types: 58,188 mask-prompt image pairs and 101,720 text-prompt image pairs;the test set includes 158 data pairs: 120 mask-prompt pairs and 38 text-prompt pairs.
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AnyInsertion dataset covers diverse categories including human subjects, daily necessities, garments, furniture, and various objects.
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## Directory
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```
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data/
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├── train/
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│ ├── accessory/
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│ │ ├── ref_image/ # Reference image containing the element to be inserted
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│ │ ├── ref_mask/ # The mask corresponding to the inserted element
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│ │ ├── tar_image/ # Ground truth
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│ │ ├── tar_mask/ # The mask corresponding to the edited area of target image
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│ │ ├── add/ # The image after removing the inserted element in the tar_image
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│ │ ├── replace_different/ # The image after performing a replacement operation with a different shape on the inserted object in the tar_image
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│ │ └── replace_same/ # The image after performing a replacement operation with the same shape on the inserted object in the tar_image
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│ ├── object/
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│ │ ├── ref_image/
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│ │ ├── ref_mask/
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│ │ ├── tar_image/
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│ │ ├── tar_mask/
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│ │ ├── add/
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│ │ └── replace/ # The image after performing a replacement operation on the inserted object in the tar_image
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│ └── person/
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│ ├── ref_image/
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│ ├── ref_mask/
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│ ├── tar_image/
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│ ├── tar_mask/
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│ ├── add/
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│ └── replace/
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└── test/
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├── garment/
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│ ├── ref_image/
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│ ├── ref_mask/
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│ ├── tar_image/
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│ ├── tar_mask/
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│ └── src_image/ # The image after performing a replacement operation on the inserted object in the tar_image
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├── object/
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│ ├── ref_image/
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│ ├── ref_mask/
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│ ├── tar_image/
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│ ├── tar_mask/
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│ ├── src_image/ # The image after removing the inserted element in the tar_image
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└── person/
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├── simple_scene/
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│ ├── ref_image/
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│ ├── ref_mask/
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│ ├── tar_image/
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│ ├── tar_mask/
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└── complex_scene/
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├── ref_image/
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├── ref_mask/
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├── tar_image/
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├── tar_mask/
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```
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## Example
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<div style="display: flex; text-align: center; align-items: center; justify-content: space-between;">
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<figure style="margin: 10px; width: calc(25% - 20px);">
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<img src="train/accessory/ref_image/2.png" alt="Ref_image" style="width: 100%;">
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<figcaption>Ref_image</figcaption>
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</figure>
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<figure style="margin: 10px; width: calc(25% - 20px);">
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<img src="train/accessory/ref_mask/2.png" alt="Ref_mask" style="width: 100%;">
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<figcaption>Ref_mask</figcaption>
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</figure>
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<figure style="margin: 10px; width: calc(25% - 20px);">
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<img src="train/accessory/tar_image/2.png" alt="Tar_image" style="width: 100%;">
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<figcaption>Tar_image</figcaption>
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</figure>
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<figure style="margin: 10px; width: calc(25% - 20px);">
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<img src="train/accessory/tar_mask/2.png" alt="Tar_mask" style="width: 100%;">
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<figcaption>Tar_mask</figcaption>
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</figure>
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</div>
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<div style="display: flex; text-align: center; align-items: center; justify-content: space-between;">
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<figure style="margin: 10px; width: calc(33.33% - 20px);">
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<img src="train/accessory/add/src_image/2.png" alt="Add" style="width: 100%;">
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<figcaption>Add</figcaption>
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</figure>
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<figure style="margin: 10px; width: calc(33.33% - 20px);">
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<img src="train/accessory/replace_different/src_image/2.png" alt="Replace_different" style="width: 100%;">
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<figcaption>Replace_different</figcaption>
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</figure>
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<figure style="margin: 10px; width: calc(33.33% - 20px);">
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<img src="train/accessory/replace_same/src_image/2.png" alt="Replace_same" style="width: 100%;">
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<figcaption>Replace_same</figcaption>
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</figure>
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</div>
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