diff --git a/configs/picodet/README.md b/configs/picodet/README.md
index d216ac624010ec931d17b28a48bdbe5701882f39..9b6f5919460c94eb201e004bb03766844f997222 100644
--- a/configs/picodet/README.md
+++ b/configs/picodet/README.md
@@ -213,7 +213,7 @@ paddle2onnx --model_dir output_inference/picodet_s_320_coco/ \
- [PaddleLite C++ demo](../../deploy/lite)
- [NCNN C++/Python demo](../../deploy/third_engine/demo_ncnn)
- [MNN C++/Python demo](../../deploy/third_engine/demo_mnn)
-- [OpenVINO C++/Python demo](../../deploy/third_engine/demo_openvino)
+- [OpenVINO C++ demo](../../deploy/third_engine/demo_openvino)
- [Android demo](https://github.com/JiweiMaster/PP-PicoDet-Android-Demo)
@@ -223,11 +223,6 @@ Android demo visualization:
-## Application
-
-- **Pedestrian detection:** model zoo of `PicoDet-S-Pedestrian` please refer to [PP-TinyPose](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.3/configs/keypoint/tiny_pose#%E8%A1%8C%E4%BA%BA%E6%A3%80%E6%B5%8B%E6%A8%A1%E5%9E%8B)
-
-
## Quantization
@@ -272,6 +267,10 @@ python tools/post_quant.py -c configs/picodet/picodet_s_320_coco.yml \
+## Application
+
+- **Pedestrian detection:** model zoo of `PicoDet-S-Pedestrian` please refer to [PP-TinyPose](https://github.com/PaddlePaddle/PaddleDetection/tree/release/2.3/configs/keypoint/tiny_pose#%E8%A1%8C%E4%BA%BA%E6%A3%80%E6%B5%8B%E6%A8%A1%E5%9E%8B)
+
## FAQ
@@ -299,8 +298,8 @@ Please use `PicoDet-LCNet` model, which has fewer `transpose` operators.
-## Cite PP-PiocDet
-If you use PiocDet in your research, please cite our work by using the following BibTeX entry:
+## Cite PP-PicoDet
+If you use PicoDet in your research, please cite our work by using the following BibTeX entry:
```
@misc{yu2021pppicodet,
title={PP-PicoDet: A Better Real-Time Object Detector on Mobile Devices},