diff --git a/README.md b/README.md
index 2efbae8..8c3bd5a 100644
--- a/README.md
+++ b/README.md
@@ -31,7 +31,7 @@ Note: If you wish to reproduce the results presented in the paper, please follow
 
 + [**COCO 2014**](https://cocodataset.org/#download).
 
-This code reads data from .txt files where each line contains the paths for image and the correcponding label respectively. Image and label paths are seperated by a space. Example is as follows:
+This code reads data from .txt files where each line contains the paths for image and the corresponding label respectively. Image and label paths are separated by a space. Example is as follows:
 
     image_path_1 label_path_1
     image_path_2 label_path_2
@@ -53,7 +53,7 @@ Then update the train/val/test list paths in the config files.
 ### Run Demo / Test with Pretrained Models
 + Please download the pretrained models.
 + We provide **8 pre-trained models**: 4 ResNet-50 based [**models**](https://mycuhk-my.sharepoint.com/:u:/g/personal/1155122171_link_cuhk_edu_hk/EW20i_eiTINDgJDqUqikNR4Bo-7kVFkLBkxGZ2_uorOJcw?e=4%3aSIRlwD&at=9) for PASCAL-5i and 4 VGG-16 based [**models**](https://mycuhk-my.sharepoint.com/:u:/g/personal/1155122171_link_cuhk_edu_hk/EYS498D4TOZMtIb3WbQDGSQBsqxJHLSiMEAa49Iym0NO0A?e=4%3apRTPnj&at=9) for COCO.
-+ Update the config file by speficifying the target **split** and **path** (`weights`) for loading the checkpoint.
++ Update the config file by specifying the target **split** and **path** (`weights`) for loading the checkpoint.
 + Execute `mkdir initmodel` at the root directory.
 + Download the ImageNet pretrained [**backbones**](https://mycuhk-my.sharepoint.com/:u:/g/personal/1155122171_link_cuhk_edu_hk/EQEY0JxITwVHisdVzusEqNUBNsf1CT8MsALdahUhaHrhlw?e=4%3a2o3XTL&at=9) and put them into the `initmodel` directory.
 + Then execute the command: 
@@ -84,10 +84,10 @@ Other projects in few-shot segmentation:
 + AMP: https://github.com/MSiam/AdaptiveMaskedProxies
 + On the Texture Bias for FS Seg: https://github.com/rezazad68/fewshot-segmentation
 + SG-One: https://github.com/xiaomengyc/SG-One
-+ FS Seg Propogation with Guided Networks: https://github.com/shelhamer/revolver
++ FS Seg Propagation with Guided Networks: https://github.com/shelhamer/revolver
 
 
-Many thanks to their greak work!
+Many thanks to their great work!
 
 # Citation