Update README.md

README.md

@@ -62,3 +62,187 @@ configs:
   - split: train
     path: text_prompt/train-*
 ---
+
+
+
+---
+license: mit
+task_categories:
+- image-to-image
+language:
+- en
+pretty_name: a
+size_categories:
+- 10M<n<100M
+---
+# AnyInsertion
+<p align="center">
+<a href="https://song-wensong.github.io/"><strong>Wensong Song</strong></a>
+·
+<a href="https://openreview.net/profile?id=~Hong_Jiang4"><strong>Hong Jiang</strong></a>
+·
+<a href="https://z-x-yang.github.io/"><strong>Zongxing Yang</strong></a>
+·
+<a href="https://scholar.google.com/citations?user=WKLRPsAAAAAJ&hl=en"><strong>Ruijie Quan</strong></a>
+·
+<a href="https://scholar.google.com/citations?user=RMSuNFwAAAAJ&hl=en"><strong>Yi Yang</strong></a>
+<br>
+<br>
+<a href="https://arxiv.org/pdf/2504.15009" style="display: inline-block; margin-right: 10px;">
+  <img src='https://img.shields.io/badge/arXiv-InsertAnything-red?color=%23aa1a1a' alt='Paper PDF'>
+</a>
+<a href='https://song-wensong.github.io/insert-anything/' style="display: inline-block; margin-right: 10px;">
+  <img src='https://img.shields.io/badge/Project%20Page-InsertAnything-cyan?logoColor=%23FFD21E&color=%23cbe6f2' alt='Project Page'>
+</a>
+<a href='https://github.com/song-wensong/insert-anything' style="display: inline-block;">
+  <img src='https://img.shields.io/badge/GitHub-InsertAnything-black?logoColor=23FFD21E&color=%231d2125'>
+</a>
+<br>
+<b>Zhejiang University &nbsp; | &nbsp; Harvard University &nbsp; | &nbsp;  Nanyang Technological University </b>
+</p>
+
+## News
+* <span style="color:red">**[2025.5.9]** Release new **AnyInsertion** v1 text- and mask-prompt dataset on [HuggingFace](https://huggingface.co/datasets/WensongSong/AnyInsertion_V1).</span>
+* **[2025.5.7]** Release **AnyInsertion** v1 text prompt dataset on HuggingFace.
+* **[2025.4.24]** Release **AnyInsertion** v1 mask prompt dataset on HuggingFace.
+
+
+## Summary
+This is the dataset proposed in our paper [**Insert Anything: Image Insertion via In-Context Editing in DiT**](https://arxiv.org/abs/2504.15009)
+
+AnyInsertion dataset consists of training and testing subsets. The training set includes 136,385 samples across two prompt types: 58,188 mask-prompt image pairs and 78,197 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
+
+```
+
+
+
+
+├── text_prompt/
+│   ├── 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
+│   │   │   └── src_image/      # Source images
+│   │   │       ├── add/        # Source image with the inserted element from Ground Truth removed
+│   │   │       └── replace/    # Source image where the inserted element in Ground Truth is replaced
+│   │   ├── object/
+│   │   │   ├── ref_image/      
+│   │   │   ├── ref_mask/      
+│   │   │   ├── tar_image/      
+│   │   │   └── src_image/      
+│   │   │       ├── add/       
+│   │   │       └── replace/    
+│   │   └── person/
+│   │       ├── ref_image/     
+│   │       ├── ref_mask/       
+│   │       ├── tar_image/     
+│   │       └── src_image/    
+│   │           ├── add/       
+│   │           └── replace/  
+│   └── test/
+│       ├── garment/
+│       │   ├── ref_image/      
+│       │   ├── ref_mask/      
+│       │   ├── tar_image/      
+│       │   └── src_image/      
+│       └── object/
+│           ├── ref_image/     
+│           ├── ref_mask/       
+│           ├── tar_image/     
+│           └── src_image/      
+│
+├── mask_prompt/
+│   ├── train/
+│   │   ├── accessory/
+│   │   │   ├── ref_image/     
+│   │   │   ├── ref_mask/      
+│   │   │   ├── tar_image/     
+│   │   │   ├── tar_mask/      # The mask corresponding to the edited area of target image
+│   │   ├── object/
+│   │   │   ├── ref_image/    
+│   │   │   ├── ref_mask/      
+│   │   │   ├── tar_image/     
+│   │   │   ├── tar_mask/      
+│   │   └── person/
+│   │       ├── ref_image/     
+│   │       ├── ref_mask/     
+│   │       ├── tar_image/    
+│   │       ├── tar_mask/   
+│   └── test/
+│       ├── garment/
+│       │   ├── ref_image/   
+│       │   ├── ref_mask/    
+│       │   ├── tar_image/    
+│       │   ├── tar_mask/    
+│       ├── object/
+│       │   ├── ref_image/    
+│       │   ├── ref_mask/    
+│       │   ├── tar_image/     
+│       │   ├── tar_mask/    
+│       └── person/
+│           ├── 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="examples/ref_image.png" alt="Ref_image" style="width: 100%;">
+    <figcaption>Ref_image</figcaption>
+  </figure>
+  <figure style="margin: 10px; width: calc(25% - 20px);">
+    <img src="examples/ref_mask.png" alt="Ref_mask" style="width: 100%;">
+    <figcaption>Ref_mask</figcaption>
+  </figure>
+  <figure style="margin: 10px; width: calc(25% - 20px);">
+    <img src="examples/tar_image.png" alt="Tar_image" style="width: 100%;">
+    <figcaption>Tar_image</figcaption>
+  </figure>
+  <figure style="margin: 10px; width: calc(25% - 20px);">
+    <img src="examples/tar_mask.png" alt="Tar_mask" style="width: 100%;">
+    <figcaption>Tar_mask</figcaption>
+  </figure>
+  <figure style="margin: 10px; width: calc(25% - 20px);">
+    <img src="examples/add.png" alt="Add" style="width: 100%;">
+    <figcaption>Add</figcaption>
+  </figure>
+  <figure style="margin: 10px; width: calc(25% - 20px);">
+    <img src="examples/replace.png" alt="Replace" style="width: 100%;">
+    <figcaption>Replace</figcaption>
+  </figure>
+</div>
+
+### Text Prompt
+Add Prompt: Add [label from `tar_image` (in label.json) ]</p>
+Replace Prompt: Replace [label from `src_image` (in src_image/replace/replace_label.json) ] with [label from `tar_image` (in label.json) ]
+
+
+## Citation
+```
+@article{song2025insert,
+  title={Insert Anything: Image Insertion via In-Context Editing in DiT},
+  author={Song, Wensong and Jiang, Hong and Yang, Zongxing and Quan, Ruijie and Yang, Yi},
+  journal={arXiv preprint arXiv:2504.15009},
+  year={2025}
+}
+```