diff --git a/var/spack/repos/builtin/packages/py-torchvision/package.py b/var/spack/repos/builtin/packages/py-torchvision/package.py
index 4c28e7a05e0d858bd120659eff5b7ae0d909e02a..bfef2202e26a0810110bf5b625da94bf7b8ce49a 100644
--- a/var/spack/repos/builtin/packages/py-torchvision/package.py
+++ b/var/spack/repos/builtin/packages/py-torchvision/package.py
@@ -11,7 +11,7 @@ class PyTorchvision(PythonPackage):
     architectures, and common image transformations for computer vision."""
 
     homepage = "https://github.com/pytorch/vision"
-    url      = "https://github.com/pytorch/vision/archive/v0.4.2.tar.gz"
+    url      = "https://github.com/pytorch/vision/archive/v0.5.0.tar.gz"
 
     maintainers = ['adamjstewart']
     import_modules = [
@@ -21,6 +21,7 @@ class PyTorchvision(PythonPackage):
         'torchvision.models.detection'
     ]
 
+    version('0.5.0', sha256='eb9afc93df3d174d975ee0914057a9522f5272310b4d56c150b955c287a4d74d')
     version('0.4.2', sha256='1184a27eab85c9e784bacc6f9d6fec99e168ab4eda6047ef9f709e7fdb22d8f9')
     version('0.4.1', sha256='053689351272b3bd2ac3e6ba51efd284de0e4ca4a301f54674b949f1e62b7176')
     version('0.4.0', sha256='c270d74e568bad4559fed4544f6dd1e22e2eb1c60b088e04a5bd5787c4150589')