diff --git a/Dockerfile b/Dockerfile
index eca690003fbd..4754801b5b56 100644
--- a/Dockerfile
+++ b/Dockerfile
@@ -1,5 +1,5 @@
 # Start FROM Nvidia PyTorch image https://ngc.nvidia.com/catalog/containers/nvidia:pytorch
-FROM nvcr.io/nvidia/pytorch:21.05-py3
+FROM nvcr.io/nvidia/pytorch:21.06-py3
 
 # Install linux packages
 RUN apt update && apt install -y zip htop screen libgl1-mesa-glx
@@ -9,7 +9,7 @@ COPY requirements.txt .
 RUN python -m pip install --upgrade pip
 RUN pip uninstall -y nvidia-tensorboard nvidia-tensorboard-plugin-dlprof
 RUN pip install --no-cache -r requirements.txt coremltools onnx gsutil notebook
-RUN pip install --no-cache -U torch torchvision
+RUN pip install --no-cache torch==1.9.0+cu111 torchvision==0.10.0+cu111 -f https://download.pytorch.org/whl/torch_stable.html
 
 # Create working directory
 RUN mkdir -p /usr/src/app