Update README.md

README.md

@@ -4,23 +4,18 @@ license: cc-by-sa-4.0
 # TransFrag27K: Transparent Fragment Dataset
 
 ## Dataset Summary
-This script was used to create the **first large-scale transparent fragment dataset, TransFrag27K**, which contains **27,000 images and masks** at a resolution of **640×480**. The dataset covers fragments of common everyday glassware and incorporates **more than 150 background textures** and **100 HDRI environment lightings**.  
+TransFrag27K is the first large-scale transparent fragment dataset, which contains **27,000 images and masks** at a resolution of 640×480. The dataset covers fragments of common everyday glassware and incorporates **more than 150 background textures** and **100 HDRI environment lightings**.  
 
-Transparent objects, being a special category, have **refractive and transmissive material properties** that make their visual features highly sensitive to environmental lighting and background. In real-world scenarios, collecting data of transparent objects with diverse backgrounds and lighting conditions is challenging, and annotations are prone to errors due to difficulties in recognition.  
+Transparent objects, being a special category, have refractive and transmissive material properties that make their visual features highly sensitive to environmental lighting and background. In real-world scenarios, collecting data of transparent objects with diverse backgrounds and lighting conditions is challenging, and annotations are prone to errors due to difficulties in recognition.  
 
 To address this, we designed an **automated dataset generation pipeline in Blender**:  
-- Objects are randomly fractured using the **Cell Fracture plugin**.  
+- Objects are randomly fractured using the Cell Fracture add-on.  
 - Parametric scripts batch-adjust lighting, backgrounds, and camera poses.  
 - Rendering is performed automatically to output paired RGB images and binary masks.  
 
-The dataset is generated using this Blender script. Please refer to:  
+The Blender script we used to generate TransFrag27k also supports batch dataset generation with any scene in which objects are placed at a horizontal plane. For implementation details, please refer to:  
 [GitHub Repository](https://github.com/Keithllin/Transparent-Fragments-Contour-Estimation)  
 
----
-
-## Related Paper
-**Transparent Fragments Contour Estimation via Visual-Tactile Fusion for Autonomous Reassembly**  
-*(Lin et al., 2025)*  
 
 ---
 
@@ -67,20 +62,13 @@ We mainly organize the dataset according to the **shape classes** of transparent
 
 ---
 
-## Usage Example
-```python
-from datasets import load_dataset
-
-dataset = load_dataset("your-username/TransFrag27K")
-print(dataset["train"][0])
-```
-##Citation
-If you use this dataset, please cite the following paper:
+## Citation
+If you find this dataset or the associated work useful for your research, please cite the paper:
 ```
 @article{lin2025transparent,
   title={Transparent Fragments Contour Estimation via Visual-Tactile Fusion for Autonomous Reassembly},
-  author={Lin, XXX and others},
-  year={2025},
-  journal={TBD}
+  author=
+  year=
+
 }
 ```