diff --git a/README.md b/README.md
index b84d5441..eef42f07 100755
--- a/README.md
+++ b/README.md
@@ -76,7 +76,7 @@ V100 |1
2| 32 x 2
64 x 1 | 122
**178** | 16 min
**11 min** | **$0.
2080Ti |1
2| 32 x 2
64 x 1 | 81
140 | 24 min
14 min | -
-
-# Inference
+## Inference
```bash
python3 detect.py --source ...
@@ -177,7 +177,7 @@ To access an up-to-date working environment (with all dependencies including CUD
- **Docker Image** https://hub.docker.com/r/ultralytics/yolov5. See [Docker Quickstart Guide](https://github.com/ultralytics/yolov3/wiki/Docker-Quickstart)
-# Citation
+## Citation
[![DOI](https://zenodo.org/badge/146165888.svg)](https://zenodo.org/badge/latestdoi/146165888)