diff --git a/.github/actions/coverage/action.yml b/.github/actions/coverage/action.yml
index 22c13a5..81081c7 100644
--- a/.github/actions/coverage/action.yml
+++ b/.github/actions/coverage/action.yml
@@ -8,7 +8,7 @@ inputs:
   pytorch-version:
     required: false
     type: string
-    default: 2.4.0
+    default: 2.5.1
   os:
     required: false
     type: string
diff --git a/.github/actions/env/action.yml b/.github/actions/env/action.yml
index cbc7968..9bc0151 100644
--- a/.github/actions/env/action.yml
+++ b/.github/actions/env/action.yml
@@ -10,7 +10,7 @@ inputs:
   pytorch-version:
     description: "The pytorch version desired."
     required: true
-    default: "2.4.0"
+    default: "2.5.1"
     type: string
 
   ref:
diff --git a/.github/actions/tests/action.yml b/.github/actions/tests/action.yml
index 58d3d0b..1b879a0 100644
--- a/.github/actions/tests/action.yml
+++ b/.github/actions/tests/action.yml
@@ -8,7 +8,7 @@ inputs:
   pytorch-version:
     required: false
     type: string
-    default: 2.4.0
+    default: 2.5.1
   os:
     required: false
     type: string
diff --git a/.github/workflows/coverage.yml b/.github/workflows/coverage.yml
index abf77f0..b1fdbab 100644
--- a/.github/workflows/coverage.yml
+++ b/.github/workflows/coverage.yml
@@ -8,7 +8,7 @@ on:
       pytorch-version:
         required: false
         type: string
-        default: "2.4.0"
+        default: "2.5.1"
       pytorch-device:
         required: false
         type: string
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index 389991c..ebcf1bc 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -8,7 +8,7 @@ on:
       pytorch-version:
         required: false
         type: string
-        default: '["2.4.0"]'
+        default: '["2.5.1"]'
       os:
         required: false
         type: string
diff --git a/.github/workflows/mypy.yml b/.github/workflows/mypy.yml
index 8aaebfb..de2c20a 100644
--- a/.github/workflows/mypy.yml
+++ b/.github/workflows/mypy.yml
@@ -8,7 +8,7 @@ on:
       pytorch-version:
         required: false
         type: string
-        default: '["2.4.0"]'
+        default: '["2.5.1"]'
       os:
         required: false
         type: string
diff --git a/.github/workflows/self-tests.yml b/.github/workflows/self-tests.yml
index afa1030..db70a8b 100644
--- a/.github/workflows/self-tests.yml
+++ b/.github/workflows/self-tests.yml
@@ -24,7 +24,7 @@ jobs:
     - uses: ./subdir/.github/actions/env/
       with:
         pytorch-version: '1.9.1'
-        python-version: '3.8'
+        python-version: '3.9'
         ref: main
 
   coverage:
@@ -52,7 +52,7 @@ jobs:
     with:
       os: ubuntu-latest
       python-version: '["3.10", "3.12"]'
-      pytorch-version: '["2.1.2", "2.4.0"]'
+      pytorch-version: '["2.1.2", "2.5.1"]'
       pytorch-dtype: 'float32'
       ref: main
 
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index d25d25f..99e19ee 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -8,7 +8,7 @@ on:
       pytorch-version:
         required: false
         type: string
-        default: '["2.4.0"]'
+        default: '["2.5.1"]'
       os:
         required: false
         type: string
diff --git a/.github/workflows/tutorials.yml b/.github/workflows/tutorials.yml
index c206836..6d65290 100644
--- a/.github/workflows/tutorials.yml
+++ b/.github/workflows/tutorials.yml
@@ -8,7 +8,7 @@ on:
       pytorch-version:
         required: false
         type: string
-        default: '["2.4.0"]'
+        default: '["2.5.1"]'
       os:
         required: false
         type: string
@@ -71,7 +71,7 @@ jobs:
           python-version: ${{ matrix.python-version }}
           pytorch-version: ${{ matrix.pytorch-version }}
           ref: ${{ inputs.ref }}
-          extra-deps: torchvision==0.19.0+cpu --find-links https://download.pytorch.org/whl/torchvision
+          extra-deps: torchvision==0.20.1+cpu --find-links https://download.pytorch.org/whl/torchvision
 
       - uses: actions/checkout@v4
         with:
diff --git a/README.md b/README.md
index 7b3e374..cb1ff7a 100644
--- a/README.md
+++ b/README.md
@@ -17,7 +17,7 @@ Use the actions:
 Has the inputs:
 - `python-version`: (string, default: `'3.12'`) the python version desired.
   - The version should be supported by `setup-python@v4` action.
-- `pytorch-version`: (string, default: `'2.4.0`') the pytorch version desired.
+- `pytorch-version`: (string, default: `'2.5.1`') the pytorch version desired.
   - This value will be used to install pytorch using conda from pytorch
     channel.
   - If the value passed is `nightly` the nightly version of pytorch with dynamo
@@ -40,7 +40,7 @@ Use the actions:
 Has the inputs:
 - `python-version`: (string, default: `'3.12'`) the python version desired.
   - The version should be supported by `setup-python@v4` action.
-- `pytorch-version`: (string, default: `'2.4.0`') the pytorch version desired.
+- `pytorch-version`: (string, default: `'2.5.1`') the pytorch version desired.
   - This value will be used to install pytorch using conda from pytorch
     channel.
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
@@ -68,7 +68,7 @@ Use the actions:
 Has the inputs:
 - `python-version`: (string, default: `'3.11'`) the python version desired.
   - The version should be supported by `setup-python@v4` action.
-- `pytorch-version`: (string, default: `'2.4.0`') the pytorch version desired.
+- `pytorch-version`: (string, default: `'2.5.1`') the pytorch version desired.
   - This value will be used to install pytorch using conda from pytorch
     channel.
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
@@ -101,7 +101,7 @@ Has the inputs:
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
 - `python-version`: (json list of strings, default: `'["3.12"]'`) a string with
   format of a json list within strings for each python version desired.
-- `pytorch-version`: (json list of strings, default: `'["2.4.0"]'`) a string
+- `pytorch-version`: (json list of strings, default: `'["2.5.1"]'`) a string
   with format of a json list within strings for each pytorch version desired.
 - `pytorch-dtype`: (string, default: `float32`) the dtype used to generate
   the tests with pytest.
@@ -120,7 +120,7 @@ jobs:
   tests:
     uses: kornia/workflows/.github/workflows/tests@v1.12.1
     with:
-      python-version: '["3.8", "3.12"]'
+      python-version: '["3.9", "3.12"]'
       pytorch-version: '["1.13.1", "2.0.0"]'
 ```
 
@@ -160,7 +160,7 @@ Has the inputs:
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
 - `python-version`: (string, default: `'3.12'`) the python version desired.
   - The version should be supported by `setup-python@v4` action.
-- `pytorch-version`: (string, default: `'2.4.0`') the pytorch version desired.
+- `pytorch-version`: (string, default: `'2.5.1`') the pytorch version desired.
   - This value will be used to install pytorch using conda from pytorch
     channel.
 - `pytorch-dtype`: (string, default: `float32`) the dtype used to generate
@@ -192,7 +192,7 @@ Has the inputs:
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
 - `python-version`: (json list of strings, default: `'["3.12"]'`) a string with
   format of a json list within strings for each python version desired.
-- `pytorch-version`: (json list of strings, default: `'["2.4.0"]'`) a string
+- `pytorch-version`: (json list of strings, default: `'["2.5.1"]'`) a string
   with format of a json list within strings for each pytorch version desired.
 - `fail-fast`: (boolean, default: `false`) to set the `fail-fast` behavior on
   the matrix strategy.
@@ -218,7 +218,7 @@ Has the inputs:
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
 - `python-version`: (json list of strings, default: `'["3.12"]'`) a string with
   format of a json list within strings for each python version desired.
-- `pytorch-version`: (json list of strings, default: `'["2.4.0"]'`) a string
+- `pytorch-version`: (json list of strings, default: `'["2.5.1"]'`) a string
   with format of a json list within strings for each pytorch version desired.
 - `fail-fast`: (boolean, default: `false`) to set the `fail-fast` behavior on
   the matrix strategy.
@@ -244,7 +244,7 @@ Has the inputs:
 - `os`: (string, default: `ubuntu-latest`) the OS name same as supported by [gha](https://docs.github.com/en/actions/using-workflows/workflow-syntax-for-github-actions#choosing-github-hosted-runners).
 - `python-version`: (json list of strings, default: `'["3.12"]'`) a string with
   format of a json list within strings for each python version desired.
-- `pytorch-version`: (json list of strings, default: `'["2.4.0"]'`) a string
+- `pytorch-version`: (json list of strings, default: `'["2.5.1"]'`) a string
   with format of a json list within strings for each pytorch version desired.
 - `fail-fast`: (boolean, default: `false`) to set the `fail-fast` behavior on
   the matrix strategy.