images in readme

Author: yhenon

README.md

@@ -1,5 +1,7 @@
 # pytorch-retinanet
 
+![img3](https://github.com/yhenon/pytorch-retinanet/blob/master/images/3.jpg)
+![img5](https://github.com/yhenon/pytorch-retinanet/blob/master/images/5.jpg)
 
 Pytorch  implementation of RetinaNet object detection as described in [Focal Loss for Dense Object Detection](https://arxiv.org/abs/1708.02002) by Tsung-Yi Lin, Priya Goyal, Ross Girshick, Kaiming He and Piotr Dollár.
 
@@ -116,4 +118,13 @@ bird,2
 ## Acknowledgements
 
 - Significant amounts of code are borrowed from the [keras retinanet implementation](https://github.com/fizyr/keras-retinanet)
-- The NMS module used is from the [pytorch faster-rcnn implementation](https://github.com/ruotianluo/pytorch-faster-rcnn)
+- The NMS module used is from the [pytorch faster-rcnn implementation](https://github.com/ruotianluo/pytorch-faster-rcnn)
+
+## Examples
+
+![img1](https://github.com/yhenon/pytorch-retinanet/blob/master/images/1.jpg)
+![img2](https://github.com/yhenon/pytorch-retinanet/blob/master/images/2.jpg)
+![img4](https://github.com/yhenon/pytorch-retinanet/blob/master/images/4.jpg)
+![img6](https://github.com/yhenon/pytorch-retinanet/blob/master/images/6.jpg)
+![img7](https://github.com/yhenon/pytorch-retinanet/blob/master/images/7.jpg)
+![img8](https://github.com/yhenon/pytorch-retinanet/blob/master/images/8.jpg)