diff --git a/README.md b/README.md
index 850d90b605f..98db6045355 100644
--- a/README.md
+++ b/README.md
@@ -180,7 +180,7 @@ Results and models are available in the [model zoo](docs/en/model_zoo.md).
           <li><b>Distillation</b></li>
         <ul>
         <ul>
-          <li><a href="configs/ld">Localization Distillation (ArXiv'2021)</a></li>
+          <li><a href="configs/ld">Localization Distillation (CVPR'2022)</a></li>
           <li><a href="configs/lad">Label Assignment Distillation (WACV'2022)</a></li>
         </ul>
         </ul>
diff --git a/README_zh-CN.md b/README_zh-CN.md
index 59946c1ace2..4cb5d384648 100644
--- a/README_zh-CN.md
+++ b/README_zh-CN.md
@@ -178,7 +178,7 @@ MMDetection 是一个基于 PyTorch 的目标检测开源工具箱。它是 [Ope
           <li><b>Distillation</b></li>
         <ul>
         <ul>
-          <li><a href="configs/ld">Localization Distillation (ArXiv'2021)</a></li>
+          <li><a href="configs/ld">Localization Distillation (CVPR'2022)</a></li>
           <li><a href="configs/lad">Label Assignment Distillation (WACV'2022)</a></li>
         </ul>
         </ul>
diff --git a/configs/ld/README.md b/configs/ld/README.md
index 3d49f9d166c..d4c2fd17d36 100644
--- a/configs/ld/README.md
+++ b/configs/ld/README.md
@@ -1,6 +1,6 @@
 # LD
 
-> [Localization Distillation for Object Detection](https://arxiv.org/abs/2102.12252)
+> [Localization Distillation for Dense Object Detection](https://arxiv.org/abs/2102.12252)
 
 <!-- [ALGORITHM] -->
 
@@ -34,10 +34,10 @@ Knowledge distillation (KD) has witnessed its powerful capability in learning co
 ## Citation
 
 ```latex
-@Article{zheng2021LD,
-  title={Localization Distillation for Object Detection},
-  author= {Zhaohui Zheng, Rongguang Ye, Ping Wang, Jun Wang, Dongwei Ren, Wangmeng Zuo},
-  journal={arXiv:2102.12252},
-  year={2021}
+@Inproceedings{zheng2022LD,
+  title={Localization Distillation for Dense Object Detection},
+  author= {Zheng, Zhaohui and Ye, Rongguang and Wang, Ping and Ren, Dongwei and Zuo, Wangmeng and Hou, Qibin and Cheng, Mingming},
+  booktitle={CVPR},
+  year={2022}
 }
 ```
diff --git a/configs/ld/metafile.yml b/configs/ld/metafile.yml
index cd833bf0235..d555a6dfcad 100644
--- a/configs/ld/metafile.yml
+++ b/configs/ld/metafile.yml
@@ -12,7 +12,7 @@ Collections:
         - ResNet
     Paper:
       URL: https://arxiv.org/abs/2102.12252
-      Title: 'Localization Distillation for Object Detection'
+      Title: 'Localization Distillation for Dense Object Detection'
     README: configs/ld/README.md
     Code:
       URL: https://github.com/open-mmlab/mmdetection/blob/v2.11.0/mmdet/models/dense_heads/ld_head.py#L11