update readme.txt to fix something wrong

README.md

@@ -6,9 +6,10 @@ license: cc-by-4.0
 
 ## Motivation 💡
 
-To rigorously assess the generalization capability of **CoherentGS** in complex, unconstrained outdoor environments, we establish a new benchmark named **$\text{DL3DV-Blur}$**. This benchmark is derived from five diverse scenes within the DL3DV-10K dataset \cite{ling2024dl3dv}.
+To rigorously assess the generalization capability of **CoherentGS** in complex, unconstrained outdoor environments, we establish a new benchmark named **DL3DV-Blur**. This benchmark is derived from five diverse scenes within the DL3DV-10K dataset.
 
-> **Citation Reference:** Ling et al. (2024). DL3DV-10K: A Large-scale Dataset for Deep Learning-based 3D Vision. *[Please supplement with actual paper information]*.
+> **Citation Reference:** Ling et al. (2024). DL3DV-10K: A Large-scale Dataset for Deep Learning-based 3D Vision.  
+> [https://arxiv.org/abs/2312.16256](https://arxiv.org/abs/2312.16256)
 
 ## Dataset Source 🔗
 
@@ -32,14 +33,14 @@ dl3dv/
 │   │   ├── 3views/            # 3-View Sub-set
 │   │   │   ├── images/            # Raw input image files 
 │   │   │   ├── ref_image/         # Reference Image
-│   │   │   ├── sparse/            # Sparse reconstruction results 
+│   │   │   ├── sparse/            # Sparse reconstruction results (e.g., COLMAP output)
 │   │   │   ├── cameras.json       # Camera parameter file
 │   │   │   ├── ext_metadata.json  # Additional metadata
-│   │   │   ├── hold=7             # Test set configuration (e.g., hold-out count)
+│   │   │   ├── hold=7             # Test set configuration
 │   │   │   ├── intrinsics.json    # Camera intrinsics
 │   │   │   ├── poses_bounds.npy   # Camera poses and scene bounds
 │   │   │   ├── train_test_split_3.json # Train/Test split definition
-│   │   │   └── transforms.json    # Coordinate transformation info (e.g., NeRF/GS format)
+│   │   │   └── transforms.json    # Coordinate transformation info
 │   │   ├── 6views/            # 6-View Sub-set
 │   │   └── 9views/            # 9-View Sub-set
 │   ├── 0002/