diff --git a/README.md b/README.md
index 17cb693c..4d1f48c9 100644
--- a/README.md
+++ b/README.md
@@ -2,6 +2,11 @@
 
 Implementation of paper - [YOLOv7: Trainable bag-of-freebies sets new state-of-the-art for real-time object detectors](https://arxiv.org/abs/2207.02696)
 
+[![PWC](https://img.shields.io/endpoint.svg?url=https://paperswithcode.com/badge/yolov7-trainable-bag-of-freebies-sets-new/real-time-object-detection-on-coco)](https://paperswithcode.com/sota/real-time-object-detection-on-coco?p=yolov7-trainable-bag-of-freebies-sets-new)
+[![Hugging Face Spaces](https://img.shields.io/badge/%F0%9F%A4%97%20Hugging%20Face-Spaces-blue)](https://huggingface.co/spaces/akhaliq/yolov7)
+<a href="https://colab.research.google.com/gist/AlexeyAB/b769f5795e65fdab80086f6cb7940dae/yolov7detection.ipynb"><img src="https://colab.research.google.com/assets/colab-badge.svg" alt="Open In Colab"></a>
+[![arxiv.org](http://img.shields.io/badge/cs.CV-arXiv%3A2207.02696-B31B1B.svg)](https://arxiv.org/abs/2207.02696)
+
 <div align="center">
     <a href="./">
         <img src="./figure/performance.png" width="79%"/>
@@ -131,6 +136,11 @@ See [keypoint.ipynb](https://github.com/WongKinYiu/yolov7/blob/main/tools/keypoi
 
 ## Inference
 
+On video:
+``` bash
+python detect.py --weights yolov7.pt --conf 0.25 --img-size 640 --source yourvideo.mp4
+
+On image:
 ``` bash
 python detect.py --weights yolov7.pt --conf 0.25 --img-size 640 --source inference/images/horses.jpg
 ```