diff --git a/pkgs/development/python-modules/torchvision/bin.nix b/pkgs/development/python-modules/torchvision/bin.nix
index 2abf60009f9e..e1a0055af260 100644
--- a/pkgs/development/python-modules/torchvision/bin.nix
+++ b/pkgs/development/python-modules/torchvision/bin.nix
@@ -16,7 +16,7 @@ let
   pyVerNoDot = builtins.replaceStrings [ "." ] [ "" ] python.pythonVersion;
   srcs = import ./binary-hashes.nix version;
   unsupported = throw "Unsupported system";
-  version = "0.12.0";
+  version = "0.13.1";
 in buildPythonPackage {
   inherit version;
 
diff --git a/pkgs/development/python-modules/torchvision/binary-hashes.nix b/pkgs/development/python-modules/torchvision/binary-hashes.nix
index 4dbeb8d18150..9b6301bab2c3 100644
--- a/pkgs/development/python-modules/torchvision/binary-hashes.nix
+++ b/pkgs/development/python-modules/torchvision/binary-hashes.nix
@@ -6,61 +6,61 @@
 # To add a new version, run "prefetch.sh 'new-version'" to paste the generated file as follows.
 
 version : builtins.getAttr version {
-  "0.12.0" = {
+  "0.13.1" = {
     x86_64-linux-37 = {
-      name = "torchvision-0.12.0-cp37-cp37m-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torchvision-0.12.0%2Bcu113-cp37-cp37m-linux_x86_64.whl";
-      hash = "sha256-i/qktZT+5HQYQjtTHtxOV751DcsP9AHMsSV9/svsGzA=";
+      name = "torchvision-0.13.1-cp37-cp37m-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu116/torchvision-0.13.1%2Bcu116-cp37-cp37m-linux_x86_64.whl";
+      hash = "sha256-3PMvbZmEk+duwho4u7hWt0Ailc96Z/sJzlvefn5yV1Y=";
     };
     x86_64-linux-38 = {
-      name = "torchvision-0.12.0-cp38-cp38-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torchvision-0.12.0%2Bcu113-cp38-cp38-linux_x86_64.whl";
-      hash = "sha256-NxM+jFsOwvAZmeWRFvbQ422a+xx/j1i9DD3ImW+DVBk=";
+      name = "torchvision-0.13.1-cp38-cp38-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu116/torchvision-0.13.1%2Bcu116-cp38-cp38-linux_x86_64.whl";
+      hash = "sha256-w86ys/RW8MmEr3HvVfhjfxeKKdw+E6ZvuwEM7q0okeE=";
     };
     x86_64-linux-39 = {
-      name = "torchvision-0.12.0-cp39-cp39-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torchvision-0.12.0%2Bcu113-cp39-cp39-linux_x86_64.whl";
-      hash = "sha256-bGO5q+KEnv7SexmbbUWaIbsBcIxyDbL8pevZQbLwDbg=";
+      name = "torchvision-0.13.1-cp39-cp39-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu116/torchvision-0.13.1%2Bcu116-cp39-cp39-linux_x86_64.whl";
+      hash = "sha256-dZhqvlchOCWOuXlctM1z9Asr34N0/voa9v9rsNvJcsY=";
     };
     x86_64-linux-310 = {
-      name = "torchvision-0.12.0-cp310-cp310-linux_x86_64.whl";
-      url = "https://download.pytorch.org/whl/cu113/torchvision-0.12.0%2Bcu113-cp310-cp310-linux_x86_64.whl";
-      hash = "sha256-ocsGOHa967HcZGV+1omD/xMHufmoi166Yg2Hr+SEhfE=";
+      name = "torchvision-0.13.1-cp310-cp310-linux_x86_64.whl";
+      url = "https://download.pytorch.org/whl/cu116/torchvision-0.13.1%2Bcu116-cp310-cp310-linux_x86_64.whl";
+      hash = "sha256-DJorYFrDD89HXWD3m6N4rwBzoi3lhUU/jD3WwUUqubw=";
     };
     x86_64-darwin-37 = {
-      name = "torchvision-0.12.0-cp37-cp37m-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp37-cp37m-macosx_10_9_x86_64.whl";
-      hash = "sha256-GJM7xZf0VjmTJJcZqWqV28fTN0yQ+7MNPafVGPOv60I=";
+      name = "torchvision-0.13.1-cp37-cp37m-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/torchvision-0.13.1-cp37-cp37m-macosx_10_9_x86_64.whl";
+      hash = "sha256-XmMSQb7jZh3mT4NhZlYiSvLjUS6yWA2nwI4IuMllqKw=";
     };
     x86_64-darwin-38 = {
-      name = "torchvision-0.12.0-cp38-cp38-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp38-cp38-macosx_10_9_x86_64.whl";
-      hash = "sha256-DWAuCb1Fc2/y55aOjduw7s6Vb/ltcVSLGxtIeP33S9g=";
+      name = "torchvision-0.13.1-cp38-cp38-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/torchvision-0.13.1-cp38-cp38-macosx_10_9_x86_64.whl";
+      hash = "sha256-8jChpA7XDVHkY85D3yQ+xSCQL4cl3iUC5IXvxe6p2GQ=";
     };
     x86_64-darwin-39 = {
-      name = "torchvision-0.12.0-cp39-cp39-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp39-cp39-macosx_10_9_x86_64.whl";
-      hash = "sha256-RMye+ZLS4qtjsIg/fezrwiRNupO3JUe6EfV6yEUvbq0=";
+      name = "torchvision-0.13.1-cp39-cp39-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/torchvision-0.13.1-cp39-cp39-macosx_10_9_x86_64.whl";
+      hash = "sha256-Api647Caw2GGYIhDQAjYK5nWRY/oiIyN+Qcg70s0fUQ=";
     };
     x86_64-darwin-310 = {
-      name = "torchvision-0.12.0-cp310-cp310-macosx_10_9_x86_64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp310-cp310-macosx_10_9_x86_64.whl";
-      hash = "sha256-aTZW5nkLarIeSm6H6BwpgrrZ5FW16yThS7ZyOC7GEw8=";
+      name = "torchvision-0.13.1-cp310-cp310-macosx_10_9_x86_64.whl";
+      url = "https://download.pytorch.org/whl/torchvision-0.13.1-cp310-cp310-macosx_10_9_x86_64.whl";
+      hash = "sha256-GShqczxp3L1Be4Z5PfgHvSJ9tXhu14fBcpd0GpsND8c=";
     };
     aarch64-darwin-38 = {
-      name = "torchvision-0.12.0-cp38-cp38-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp38-cp38-macosx_11_0_arm64.whl";
-      hash = "sha256-n0JCD38LKc09YXdt8xV4JyV6DPFrLAJ3bcFslquxJW0=";
+      name = "torchvision-0.13.1-cp38-cp38-macosx_11_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torchvision-0.13.1-cp38-cp38-macosx_11_0_arm64.whl";
+      hash = "sha256-6aVjiU+fpAaS4k0apYw+8EBFABfP7TWY/5Y39ATz/js=";
     };
     aarch64-darwin-39 = {
-      name = "torchvision-0.12.0-cp39-cp39-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp39-cp39-macosx_11_0_arm64.whl";
-      hash = "sha256-adgvR7Z7rW3cu4eDO6WVCmwnG6l7quTAlVYQBxvwNPU=";
+      name = "torchvision-0.13.1-cp39-cp39-macosx_11_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torchvision-0.13.1-cp39-cp39-macosx_11_0_arm64.whl";
+      hash = "sha256-xe1gnIvIjFdSJkALIjLgMJCUR3yCrziVLgNz7e8AA/0=";
     };
     aarch64-darwin-310 = {
-      name = "torchvision-0.12.0-cp310-cp310-macosx_11_0_arm64.whl";
-      url = "https://download.pytorch.org/whl/torchvision-0.12.0-cp310-cp310-macosx_11_0_arm64.whl";
-      hash = "sha256-oL5FAcoLobGVZEySQ/SaHEmiblKn83kkxCOdC/XsvY0=";
+      name = "torchvision-0.13.1-cp310-cp310-macosx_11_0_arm64.whl";
+      url = "https://download.pytorch.org/whl/cpu/torchvision-0.13.1-cp310-cp310-macosx_11_0_arm64.whl";
+      hash = "sha256-CPWS6mGDbr7Otcl/TXqBO519xlG7985EAVY8z65qIfw=";
     };
   };
 }
diff --git a/pkgs/development/python-modules/torchvision/prefetch.sh b/pkgs/development/python-modules/torchvision/prefetch.sh
index 5f38bce8d8b3..44a9ba8ece5a 100755
--- a/pkgs/development/python-modules/torchvision/prefetch.sh
+++ b/pkgs/development/python-modules/torchvision/prefetch.sh
@@ -5,21 +5,22 @@ set -eou pipefail
 
 version=$1
 
-linux_bucket="https://download.pytorch.org/whl/cu113"
+linux_cuda_version="cu116"
+linux_bucket="https://download.pytorch.org/whl/${linux_cuda_version}"
 darwin_bucket="https://download.pytorch.org/whl"
 
 url_and_key_list=(
-  "x86_64-linux-37 $linux_bucket/torchvision-${version}%2Bcu113-cp37-cp37m-linux_x86_64.whl torchvision-${version}-cp37-cp37m-linux_x86_64.whl"
-  "x86_64-linux-38 $linux_bucket/torchvision-${version}%2Bcu113-cp38-cp38-linux_x86_64.whl torchvision-${version}-cp38-cp38-linux_x86_64.whl"
-  "x86_64-linux-39 $linux_bucket/torchvision-${version}%2Bcu113-cp39-cp39-linux_x86_64.whl torchvision-${version}-cp39-cp39-linux_x86_64.whl"
-  "x86_64-linux-310 $linux_bucket/torchvision-${version}%2Bcu113-cp310-cp310-linux_x86_64.whl torchvision-${version}-cp310-cp310-linux_x86_64.whl"
+  "x86_64-linux-37 $linux_bucket/torchvision-${version}%2B${linux_cuda_version}-cp37-cp37m-linux_x86_64.whl torchvision-${version}-cp37-cp37m-linux_x86_64.whl"
+  "x86_64-linux-38 $linux_bucket/torchvision-${version}%2B${linux_cuda_version}-cp38-cp38-linux_x86_64.whl torchvision-${version}-cp38-cp38-linux_x86_64.whl"
+  "x86_64-linux-39 $linux_bucket/torchvision-${version}%2B${linux_cuda_version}-cp39-cp39-linux_x86_64.whl torchvision-${version}-cp39-cp39-linux_x86_64.whl"
+  "x86_64-linux-310 $linux_bucket/torchvision-${version}%2B${linux_cuda_version}-cp310-cp310-linux_x86_64.whl torchvision-${version}-cp310-cp310-linux_x86_64.whl"
   "x86_64-darwin-37 $darwin_bucket/torchvision-${version}-cp37-cp37m-macosx_10_9_x86_64.whl torchvision-${version}-cp37-cp37m-macosx_10_9_x86_64.whl"
   "x86_64-darwin-38 $darwin_bucket/torchvision-${version}-cp38-cp38-macosx_10_9_x86_64.whl torchvision-${version}-cp38-cp38-macosx_10_9_x86_64.whl"
   "x86_64-darwin-39 $darwin_bucket/torchvision-${version}-cp39-cp39-macosx_10_9_x86_64.whl torchvision-${version}-cp39-cp39-macosx_10_9_x86_64.whl"
   "x86_64-darwin-310 $darwin_bucket/torchvision-${version}-cp310-cp310-macosx_10_9_x86_64.whl torchvision-${version}-cp310-cp310-macosx_10_9_x86_64.whl"
-  "aarch64-darwin-38 $darwin_bucket/torchvision-${version}-cp38-cp38-macosx_11_0_arm64.whl torchvision-${version}-cp38-cp38-macosx_11_0_arm64.whl"
-  "aarch64-darwin-39 $darwin_bucket/torchvision-${version}-cp39-cp39-macosx_11_0_arm64.whl torchvision-${version}-cp39-cp39-macosx_11_0_arm64.whl"
-  "aarch64-darwin-310 $darwin_bucket/torchvision-${version}-cp310-cp310-macosx_11_0_arm64.whl torchvision-${version}-cp310-cp310-macosx_11_0_arm64.whl"
+  "aarch64-darwin-38 $darwin_bucket/cpu/torchvision-${version}-cp38-cp38-macosx_11_0_arm64.whl torchvision-${version}-cp38-cp38-macosx_11_0_arm64.whl"
+  "aarch64-darwin-39 $darwin_bucket/cpu/torchvision-${version}-cp39-cp39-macosx_11_0_arm64.whl torchvision-${version}-cp39-cp39-macosx_11_0_arm64.whl"
+  "aarch64-darwin-310 $darwin_bucket/cpu/torchvision-${version}-cp310-cp310-macosx_11_0_arm64.whl torchvision-${version}-cp310-cp310-macosx_11_0_arm64.whl"
 )
 
 hashfile="binary-hashes-$version.nix"