# AnyInsertion dataset

## Summary
This is the dataset proposed in our paper [**Insert Anything: Image Insertion via In-Context Editing in DiT**](https://arxiv.org/html/2504.15009)

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.

AnyInsertion dataset covers diverse categories including human subjects, daily necessities, garments, furniture, and various objects.


![alt text](dataset_categories.png)


## Directory

```


data/
├── train/
│   ├── accessory/
│   │   ├── ref_image/          # Reference image containing the element to be inserted
│   │   ├── ref_mask/           # The mask corresponding to the inserted element
│   │   ├── tar_image/          # Ground truth
│   │   ├── tar_mask/           # The mask corresponding to the edited area of target image
│   │   ├── add/                # The image after removing the inserted element in the tar_image
│   │   ├── replace_different/  # The image after performing a replacement operation with a different shape on the inserted object in the tar_image
│   │   └── replace_same/       # The image after performing a replacement operation with the same shape on the inserted object in the tar_image
│   ├── object/
│   │   ├── ref_image/         
│   │   ├── ref_mask/          
│   │   ├── tar_image/         
│   │   ├── tar_mask/         
│   │   ├── add/               
│   │   └── replace/            # The image after performing a replacement operation on the inserted object in the tar_image
│   └── person/
│       ├── ref_image/        
│       ├── ref_mask/         
│       ├── tar_image/         
│       ├── tar_mask/         
│       ├── add/              
│       └── replace/      
└── test/
    ├── garment/
    │   ├── ref_image/      
    │   ├── ref_mask/       
    │   ├── tar_image/        
    │   ├── tar_mask/          
    │   └── src_image/          # The image after performing a replacement operation on the inserted object in the tar_image
    ├── object/
    │   ├── ref_image/        
    │   ├── ref_mask/      
    │   ├── tar_image/          
    │   ├── tar_mask/           
    │   ├── src_image/          # The image after removing the inserted element in the tar_image
    └── person/
        ├── simple_scene/     
        │   ├── ref_image/        
        │   ├── ref_mask/         
        │   ├── tar_image/          
        │   ├── tar_mask/         
        └── complex_scene/     
            ├── ref_image/         
            ├── ref_mask/          
            ├── tar_image/         
            ├── tar_mask/         


```



## Example

<div style="display: flex; text-align: center; align-items: center; justify-content: space-between;">
  <figure style="margin: 10px; width: calc(25% - 20px);">
    <img src="train/accessory/ref_image/2.png" alt="Ref_image" style="width: 100%;">
    <figcaption>Ref_image</figcaption>
  </figure>
  <figure style="margin: 10px; width: calc(25% - 20px);">
    <img src="train/accessory/ref_mask/2.png" alt="Ref_mask" style="width: 100%;">
    <figcaption>Ref_mask</figcaption>
  </figure>
  <figure style="margin: 10px; width: calc(25% - 20px);">
    <img src="train/accessory/tar_image/2.png" alt="Tar_image" style="width: 100%;">
    <figcaption>Tar_image</figcaption>
  </figure>
  <figure style="margin: 10px; width: calc(25% - 20px);">
    <img src="train/accessory/tar_mask/2.png" alt="Tar_mask" style="width: 100%;">
    <figcaption>Tar_mask</figcaption>
  </figure>
</div>

<div style="display: flex; text-align: center; align-items: center; justify-content: space-between;">
  <figure style="margin: 10px; width: calc(33.33% - 20px);">
    <img src="train/accessory/add/src_image/2.png" alt="Add" style="width: 100%;">
    <figcaption>Add</figcaption>
  </figure>
  <figure style="margin: 10px; width: calc(33.33% - 20px);">
    <img src="train/accessory/replace_different/src_image/2.png" alt="Replace_different" style="width: 100%;">
    <figcaption>Replace_different</figcaption>
  </figure>
  <figure style="margin: 10px; width: calc(33.33% - 20px);">
    <img src="train/accessory/replace_same/src_image/2.png" alt="Replace_same" style="width: 100%;">
    <figcaption>Replace_same</figcaption>
  </figure>
</div>