diff --git a/README.md b/README.md
index ffb6463..fdbe083 100644
--- a/README.md
+++ b/README.md
@@ -4,7 +4,7 @@ Implementation of paper - [YOLOv7: Trainable bag-of-freebies sets new state-of-t
 
 <div align="center">
     <a href="./">
-        <img src="./figure/performance.png" width="59%"/>
+        <img src="./figure/performance.png" width="79%"/>
     </a>
 </div>
 
@@ -105,6 +105,20 @@ python -m torch.distributed.launch --nproc_per_node 4 --master_port 9527 train.p
 python -m torch.distributed.launch --nproc_per_node 8 --master_port 9527 train_aux.py --workers 8 --device 0,1,2,3,4,5,6,7 --sync-bn --batch-size 128 --data data/coco.yaml --img 1280 1280 --cfg cfg/training/yolov7-w6.yaml --weights '' --name yolov7-w6 --hyp data/hyp.scratch.p6.yaml
 ```
 
+## Transfer learning
+
+[`yolov7_training.pt`](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7_training.pt) [`yolov7x_training.pt`](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7x_training.pt) [`yolov7-w6_training.pt`](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-w6_training.pt) [`yolov7-e6_training.pt`](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-e6_training.pt) [`yolov7-d6_training.pt`](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-d6_training.pt) [`yolov7-e6e_training.pt`](https://github.com/WongKinYiu/yolov7/releases/download/v0.1/yolov7-e6e_training.pt)
+
+Single GPU finetuning for custom dataset
+
+``` bash
+# finetune p5 models
+python train.py --workers 8 --device 0 --batch-size 32 --data data/custom.yaml --img 640 640 --cfg cfg/training/yolov7-custom.yaml --weights 'yolov7_training.pt' --name yolov7-custom --hyp data/hyp.scratch.custom.yaml
+
+# finetune p6 models
+python train_aux.py --workers 8 --device 0 --batch-size 16 --data data/custom.yaml --img 1280 1280 --cfg cfg/training/yolov7-w6-custom.yaml --weights 'yolov7-w6_training.pt' --name yolov7-w6-custom --hyp data/hyp.scratch.custom.yaml
+```
+
 ## Re-parameterization
 
 See [reparameterization.ipynb](tools/reparameterization.ipynb)
@@ -117,7 +131,7 @@ python detect.py --weights yolov7.pt --conf 0.25 --img-size 640 --source inferen
 
 <div align="center">
     <a href="./">
-        <img src="./figure/horses_prediction.jpg" width="49%"/>
+        <img src="./figure/horses_prediction.jpg" width="59%"/>
     </a>
 </div>