diff --git a/.github/workflows/build-cmake.yml b/.github/workflows/build-cmake.yml
index 9cee3bfc26d..54485e9875a 100644
--- a/.github/workflows/build-cmake.yml
+++ b/.github/workflows/build-cmake.yml
@@ -20,13 +20,13 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.6
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -41,11 +41,11 @@ jobs:
         include:
           - runner: macos-m1-stable
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.6
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -65,13 +65,13 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.6
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
diff --git a/.github/workflows/build-conda-linux.yml b/.github/workflows/build-conda-linux.yml
index a445ef9af25..031a6836bc6 100644
--- a/.github/workflows/build-conda-linux.yml
+++ b/.github/workflows/build-conda-linux.yml
@@ -15,12 +15,12 @@ on:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: conda
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
   build:
     needs: generate-matrix
     strategy:
@@ -34,13 +34,13 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_conda_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_conda_linux.yml@release/2.6
     with:
       conda-package-directory: ${{ matrix.conda-package-directory }}
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-conda-m1.yml b/.github/workflows/build-conda-m1.yml
index e8f6546a678..d6eb88243fa 100644
--- a/.github/workflows/build-conda-m1.yml
+++ b/.github/workflows/build-conda-m1.yml
@@ -15,12 +15,12 @@ on:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: conda
       os: macos-arm64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
   build:
     needs: generate-matrix
     strategy:
@@ -34,13 +34,13 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_conda_macos.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_conda_macos.yml@release/2.6
     with:
       conda-package-directory: ${{ matrix.conda-package-directory }}
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       env-var-script: ./.github/scripts/export_IS_M1_CONDA_BUILD_JOB.sh
       pre-script: ${{ matrix.pre-script }}
diff --git a/.github/workflows/build-conda-windows.yml b/.github/workflows/build-conda-windows.yml
index f404c06b888..9bb2d509743 100644
--- a/.github/workflows/build-conda-windows.yml
+++ b/.github/workflows/build-conda-windows.yml
@@ -15,12 +15,12 @@ on:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: conda
       os: windows
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
   build:
     needs: generate-matrix
     strategy:
@@ -35,13 +35,13 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_conda_windows.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_conda_windows.yml@release/2.6
     with:
       conda-package-directory: ${{ matrix.conda-package-directory }}
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-aarch64-linux.yml b/.github/workflows/build-wheels-aarch64-linux.yml
index 05c83991d5b..7a94faebe81 100644
--- a/.github/workflows/build-wheels-aarch64-linux.yml
+++ b/.github/workflows/build-wheels-aarch64-linux.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: wheel
       os: linux-aarch64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       with-cuda: disable
   build:
     needs: generate-matrix
@@ -38,12 +38,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.6
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-linux.yml b/.github/workflows/build-wheels-linux.yml
index 818f32c102b..a4c4568a43b 100644
--- a/.github/workflows/build-wheels-linux.yml
+++ b/.github/workflows/build-wheels-linux.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: wheel
       os: linux
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       with-xpu: enable
   build:
     needs: generate-matrix
@@ -38,12 +38,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_linux.yml@release/2.6
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-m1.yml b/.github/workflows/build-wheels-m1.yml
index 76709b755e8..d9e425abc0c 100644
--- a/.github/workflows/build-wheels-m1.yml
+++ b/.github/workflows/build-wheels-m1.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: wheel
       os: macos-arm64
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
   build:
     needs: generate-matrix
     strategy:
@@ -37,12 +37,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_macos.yml@release/2.6
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       post-script: ${{ matrix.post-script }}
diff --git a/.github/workflows/build-wheels-windows.yml b/.github/workflows/build-wheels-windows.yml
index a269aea2604..b2cb200df88 100644
--- a/.github/workflows/build-wheels-windows.yml
+++ b/.github/workflows/build-wheels-windows.yml
@@ -19,12 +19,12 @@ permissions:
 
 jobs:
   generate-matrix:
-    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@main
+    uses: pytorch/test-infra/.github/workflows/generate_binary_build_matrix.yml@release/2.6
     with:
       package-type: wheel
       os: windows
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       with-xpu: enable
   build:
     needs: generate-matrix
@@ -39,12 +39,12 @@ jobs:
             smoke-test-script: test/smoke_test.py
             package-name: torchvision
     name: ${{ matrix.repository }}
-    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@main
+    uses: pytorch/test-infra/.github/workflows/build_wheels_windows.yml@release/2.6
     with:
       repository: ${{ matrix.repository }}
       ref: ""
       test-infra-repository: pytorch/test-infra
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       build-matrix: ${{ needs.generate-matrix.outputs.matrix }}
       pre-script: ${{ matrix.pre-script }}
       env-script: ${{ matrix.env-script }}
diff --git a/.github/workflows/docs.yml b/.github/workflows/docs.yml
index f6ec4201da3..341fa989f01 100644
--- a/.github/workflows/docs.yml
+++ b/.github/workflows/docs.yml
@@ -14,11 +14,11 @@ on:
 
 jobs:
   build:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.6
     with:
       repository: pytorch/vision
       upload-artifact: docs
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -81,12 +81,12 @@ jobs:
         ((github.ref_type == 'branch' && github.ref_name == 'main') || github.ref_type == 'tag')
     permissions:
       contents: write
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.6
     with:
       repository: pytorch/vision
       download-artifact: docs
       ref: gh-pages
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
diff --git a/.github/workflows/lint.yml b/.github/workflows/lint.yml
index 22ada97fba8..4a5f06780d3 100644
--- a/.github/workflows/lint.yml
+++ b/.github/workflows/lint.yml
@@ -11,10 +11,10 @@ on:
 
 jobs:
   python-source-and-configs:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.6
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -38,10 +38,10 @@ jobs:
         fi
 
   c-source:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.6
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -65,10 +65,10 @@ jobs:
 
 
   python-types:
-    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job_v2.yml@release/2.6
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -95,7 +95,7 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - name: Run BC Lint Action
-        uses: pytorch/test-infra/.github/actions/bc-lint@main
+        uses: pytorch/test-infra/.github/actions/bc-lint@release/2.6
         with:
           repo: ${{ github.event.pull_request.head.repo.full_name }}
           base_sha: ${{ github.event.pull_request.base.sha }}
diff --git a/.github/workflows/tests.yml b/.github/workflows/tests.yml
index 6f03b0a59eb..d35725c2c8c 100644
--- a/.github/workflows/tests.yml
+++ b/.github/workflows/tests.yml
@@ -26,14 +26,14 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job.yml@release/2.6
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
       timeout: 120
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -53,12 +53,12 @@ jobs:
           - "3.12"
         runner: ["macos-m1-stable"]
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/macos_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/macos_job.yml@release/2.6
     with:
       repository: pytorch/vision
       timeout: 240
       runner: ${{ matrix.runner }}
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -84,14 +84,14 @@ jobs:
             gpu-arch-type: cuda
             gpu-arch-version: "11.8"
       fail-fast: false
-    uses: pytorch/test-infra/.github/workflows/windows_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/windows_job.yml@release/2.6
     with:
       repository: pytorch/vision
       runner: ${{ matrix.runner }}
       gpu-arch-type: ${{ matrix.gpu-arch-type }}
       gpu-arch-version: ${{ matrix.gpu-arch-version }}
       timeout: 120
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euxo pipefail
 
@@ -104,10 +104,10 @@ jobs:
         ./.github/scripts/unittest.sh
 
   onnx:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job.yml@release/2.6
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail
 
@@ -135,11 +135,11 @@ jobs:
         echo '::endgroup::'
 
   unittests-extended:
-    uses: pytorch/test-infra/.github/workflows/linux_job.yml@main
+    uses: pytorch/test-infra/.github/workflows/linux_job.yml@release/2.6
     if: contains(github.event.pull_request.labels.*.name, 'run-extended')
     with:
       repository: pytorch/vision
-      test-infra-ref: main
+      test-infra-ref: release/2.6
       script: |
         set -euo pipefail