diff --git a/PyTorch/Segmentation/MaskRCNN/README.md b/PyTorch/Segmentation/MaskRCNN/README.md
index 786b976e..552af6ed 100755
--- a/PyTorch/Segmentation/MaskRCNN/README.md
+++ b/PyTorch/Segmentation/MaskRCNN/README.md
@@ -103,7 +103,7 @@ To train your model using mixed precision with tensor cores or using FP32, perfo
 ### 1. Clone the repository.
 ```
 git clone https://github.com/NVIDIA/DeepLearningExamples.git
-cd DeepLearningExamples/PyTorch/Segmentation
+cd DeepLearningExamples/PyTorch/Segmentation/MaskRCNN
 ```
 
 ### 2. Download and preprocess the dataset.
@@ -127,7 +127,7 @@ By default, the data is organized into the following structure:
 
 ### 3. Build the Mask R-CNN PyTorch NGC container.
 ```
-cd MaskRCNN/
+cd pytorch/
 bash scripts/docker/build.sh
 ```